Model Evaluation COSFIRE Filters Approach
Introduction
We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).
The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).
Code
class CosfireNet(nn.Module):
def __init__(self, input_size, bitsize, l1_reg, l2_reg):
super(CosfireNet, self).__init__()
self.l1_reg = l1_reg
self.l2_reg = l2_reg
self.hd = nn.Sequential(
nn.Linear(input_size, 300),
nn.BatchNorm1d(300),
nn.Tanh(),
nn.Linear(300, 200),
nn.BatchNorm1d(200),
nn.Tanh(),
nn.Linear(200, bitsize),
nn.Tanh()
)
def forward(self, x):
regularization_loss = 0.0
for param in self.hd.parameters():
regularization_loss += torch.sum(torch.abs(param)) * self.l1_reg # L1 regularization
regularization_loss += torch.sum(param ** 2) * self.l2_reg # L2 regularization
return self.hd(x), regularization_losstiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.02 | 77.06 | 80.88 | 74.34 | 78.70 | 82.08 | 82.78 | 82.99 | 81.86 | 82.59 | 81.96 | 84.60 | 79.97 | 80.16 | 80.79 | 82.55 | 81.79 | 85.00 | 81.71 | 81.96 | 42.66 | 73.92 | 82.81 | 75.16 | 76.75 | 79.66 |
| 1 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.60 | 82.83 | 86.41 | 84.29 | 83.41 | 85.32 | 84.77 | 84.80 | 85.74 | 84.97 | 86.49 | 84.97 | 83.60 | 84.04 | 85.88 | 84.49 | 86.02 | 84.61 | 85.05 | 85.47 | 84.89 | 85.27 | 88.97 | 86.10 | 86.00 | 85.57 |
| 2 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.63 | 84.37 | 87.46 | 86.09 | 84.16 | 82.74 | 84.69 | 87.78 | 86.83 | 86.18 | 84.29 | 85.27 | 83.01 | 85.60 | 85.09 | 86.44 | 86.56 | 83.36 | 85.93 | 83.26 | 85.92 | 85.41 | 86.67 | 86.04 | 86.58 | 86.88 |
| 3 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.72 | 85.51 | 85.15 | 85.90 | 84.90 | 84.90 | 87.91 | 85.55 | 85.08 | 87.94 | 84.92 | 84.96 | 84.12 | 84.35 | 87.23 | 84.42 | 84.92 | 84.69 | 86.24 | 84.96 | 85.99 | 85.36 | 84.04 | 86.87 | 85.97 | 85.43 |
| 8 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.26 | 87.54 | 85.96 | 87.95 | 87.24 | 87.47 | 88.51 | 88.19 | 86.30 | 87.48 | 89.23 | 89.36 | 86.48 | 86.07 | 88.76 | 89.85 | 87.70 | 88.21 | 88.83 | 87.42 | 87.77 | 87.53 | 88.15 | 85.79 | 88.01 | 87.08 |
| 9 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.32 | 88.05 | 87.55 | 88.71 | 88.73 | 88.70 | 87.29 | 89.62 | 88.13 | 88.91 | 88.93 | 88.02 | 42.66 | 88.64 | 88.71 | 88.65 | 88.02 | 87.93 | 89.03 | 88.28 | 88.96 | 88.01 | 88.04 | 87.30 | 88.96 | 91.49 |
| 10 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.87 | 88.55 | 87.43 | 86.56 | 88.75 | 87.25 | 86.45 | 87.61 | 89.56 | 88.75 | 88.59 | 88.36 | 88.91 | 88.78 | 88.05 | 89.25 | 88.47 | 89.18 | 89.37 | 87.32 | 89.05 | 87.02 | 87.23 | 88.91 | 87.95 | 87.71 |
| 11 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.99 | 88.35 | 86.22 | 88.45 | 88.44 | 86.48 | 87.88 | 89.03 | 42.66 | 89.18 | 87.93 | 88.21 | 87.83 | 87.65 | 88.12 | 90.48 | 87.62 | 88.92 | 88.20 | 88.84 | 87.32 | 87.20 | 88.17 | 85.13 | 88.16 | 87.47 |
| 16 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.82 | 86.78 | 87.96 | 87.74 | 86.67 | 89.14 | 85.81 | 87.76 | 87.36 | 88.20 | 87.98 | 88.50 | 87.86 | 88.67 | 88.77 | 87.98 | 88.15 | 89.59 | 89.17 | 86.66 | 88.35 | 88.46 | 87.91 | 86.29 | 89.09 | 87.40 |
| 17 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.32 | 87.62 | 88.31 | 89.03 | 87.31 | 87.90 | 86.63 | 87.06 | 88.14 | 90.04 | 88.96 | 89.92 | 88.89 | 87.32 | 89.76 | 88.24 | 88.90 | 88.05 | 88.71 | 89.95 | 86.49 | 88.09 | 88.67 | 86.99 | 88.73 | 88.09 |
| 18 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.73 | 87.46 | 87.00 | 87.45 | 86.08 | 87.80 | 88.65 | 87.93 | 89.01 | 87.65 | 89.20 | 90.02 | 89.01 | 87.65 | 88.90 | 87.44 | 86.75 | 88.08 | 89.51 | 87.72 | 87.02 | 87.59 | 87.89 | 87.55 | 88.16 | 89.32 |
| 19 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.64 | 88.69 | 87.25 | 86.84 | 87.94 | 89.04 | 89.00 | 88.51 | 88.32 | 87.47 | 88.50 | 88.59 | 86.79 | 87.06 | 88.34 | 90.12 | 87.46 | 88.92 | 88.01 | 87.91 | 88.63 | 87.21 | 88.51 | 89.06 | 86.66 | 88.54 |
| 24 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.33 | 86.44 | 83.60 | 88.37 | 85.34 | 87.86 | 87.07 | 88.43 | 85.53 | 87.86 | 89.66 | 87.72 | 86.85 | 87.79 | 88.16 | 86.59 | 88.38 | 87.10 | 88.66 | 86.73 | 87.08 | 88.72 | 88.03 | 89.28 | 88.76 | 88.88 |
| 25 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.10 | 87.93 | 86.31 | 86.12 | 86.07 | 89.59 | 87.79 | 88.73 | 87.81 | 87.83 | 88.72 | 88.39 | 88.28 | 87.77 | 87.56 | 89.05 | 87.17 | 88.65 | 87.78 | 87.79 | 87.90 | 87.83 | 86.88 | 88.69 | 87.52 | 88.19 |
| 26 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.34 | 87.42 | 86.84 | 87.45 | 87.29 | 88.07 | 88.27 | 87.55 | 87.61 | 88.61 | 87.85 | 88.49 | 87.01 | 88.66 | 89.66 | 88.99 | 88.42 | 85.60 | 88.12 | 87.83 | 87.96 | 87.95 | 85.98 | 87.63 | 88.41 | 88.40 |
| 27 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.68 | 88.87 | 88.40 | 88.32 | 89.00 | 88.61 | 86.89 | 88.31 | 88.18 | 86.84 | 89.76 | 88.71 | 77.30 | 89.51 | 87.94 | 87.41 | 87.78 | 88.74 | 89.08 | 87.68 | 86.81 | 88.00 | 87.72 | 87.99 | 87.67 | 87.85 |
| 32 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 79.00 | 79.84 | 81.60 | 75.50 | 79.61 | 82.52 | 81.87 | 81.65 | 81.94 | 80.97 | 83.35 | 81.71 | 81.37 | 80.36 | 82.91 | 76.56 | 77.27 | 73.36 | 83.46 | 83.12 | 80.67 | 80.46 | 81.92 | 78.08 | 79.07 | 82.36 |
| 33 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.86 | 85.14 | 82.97 | 84.20 | 84.22 | 84.15 | 86.86 | 86.53 | 85.80 | 87.54 | 83.25 | 84.01 | 88.20 | 86.21 | 86.85 | 86.16 | 85.47 | 85.34 | 86.11 | 84.57 | 85.65 | 86.02 | 86.91 | 87.10 | 42.66 | 84.53 |
| 34 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.38 | 84.15 | 86.33 | 84.60 | 85.63 | 86.19 | 83.49 | 85.49 | 83.17 | 82.82 | 85.37 | 85.12 | 85.28 | 86.16 | 82.59 | 85.26 | 84.99 | 83.69 | 85.19 | 86.23 | 85.07 | 84.72 | 85.67 | 80.98 | 82.96 | 84.79 |
| 35 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 82.52 | 82.67 | 86.05 | 80.81 | 83.00 | 84.26 | 84.36 | 87.21 | 85.22 | 82.28 | 86.49 | 84.99 | 84.85 | 83.95 | 84.09 | 82.36 | 84.54 | 83.07 | 83.64 | 84.80 | 84.16 | 85.13 | 83.21 | 83.40 | 85.46 | 85.50 |
| 40 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.03 | 87.52 | 85.77 | 87.73 | 87.15 | 87.30 | 86.17 | 89.61 | 89.05 | 88.33 | 87.00 | 88.85 | 86.33 | 85.76 | 88.19 | 88.85 | 87.81 | 89.72 | 87.62 | 87.19 | 88.21 | 86.88 | 88.10 | 87.54 | 87.26 | 87.99 |
| 41 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.64 | 89.09 | 87.49 | 88.03 | 86.18 | 88.23 | 86.32 | 89.48 | 88.48 | 89.13 | 87.17 | 88.90 | 87.94 | 87.83 | 88.66 | 87.34 | 89.34 | 87.36 | 87.15 | 88.64 | 89.09 | 87.64 | 86.10 | 88.09 | 88.45 | 88.23 |
| 42 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.78 | 87.46 | 87.65 | 87.24 | 85.78 | 89.13 | 88.57 | 87.47 | 87.42 | 89.92 | 89.93 | 87.61 | 88.97 | 86.15 | 87.13 | 89.06 | 87.68 | 88.83 | 89.29 | 89.52 | 87.10 | 88.40 | 89.22 | 88.26 | 87.90 | 87.99 |
| 43 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.97 | 87.85 | 87.33 | 88.35 | 87.39 | 88.40 | 88.73 | 87.98 | 88.27 | 88.09 | 89.89 | 88.38 | 87.63 | 88.81 | 88.82 | 89.47 | 89.53 | 87.07 | 88.25 | 88.20 | 88.63 | 88.28 | 88.74 | 87.11 | 88.82 | 88.15 |
| 48 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.60 | 88.25 | 87.83 | 88.24 | 87.74 | 87.82 | 87.34 | 88.81 | 88.18 | 87.66 | 87.84 | 87.39 | 88.46 | 89.93 | 89.37 | 89.43 | 87.21 | 87.71 | 88.14 | 90.79 | 88.63 | 88.14 | 88.23 | 87.53 | 89.16 | 88.11 |
| 49 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.42 | 89.12 | 86.64 | 87.80 | 88.42 | 87.77 | 87.35 | 88.87 | 87.99 | 86.98 | 88.76 | 89.80 | 88.43 | 87.35 | 88.89 | 88.06 | 86.91 | 88.05 | 88.44 | 88.72 | 87.81 | 87.47 | 87.74 | 88.24 | 89.92 | 88.55 |
| 50 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.38 | 86.53 | 86.81 | 89.66 | 88.73 | 88.81 | 87.06 | 89.98 | 86.75 | 88.43 | 89.40 | 88.08 | 88.74 | 87.98 | 90.00 | 89.30 | 88.91 | 87.29 | 89.28 | 89.53 | 87.81 | 87.92 | 87.84 | 87.99 | 86.88 | 87.97 |
| 51 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.01 | 87.86 | 86.40 | 88.08 | 87.46 | 88.32 | 88.78 | 87.30 | 87.50 | 87.50 | 88.79 | 88.76 | 87.65 | 89.04 | 87.25 | 88.01 | 87.68 | 88.80 | 89.52 | 89.45 | 87.00 | 87.59 | 88.11 | 87.73 | 86.69 | 87.43 |
| 56 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.40 | 88.02 | 88.22 | 88.61 | 90.10 | 88.32 | 87.68 | 88.25 | 90.56 | 87.28 | 89.12 | 87.48 | 88.61 | 88.54 | 88.72 | 89.00 | 89.28 | 86.27 | 88.94 | 88.11 | 87.74 | 87.10 | 88.46 | 87.54 | 87.87 | 88.23 |
| 57 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.76 | 87.51 | 87.94 | 88.30 | 88.05 | 90.40 | 88.33 | 88.74 | 90.39 | 86.87 | 89.21 | 89.00 | 88.12 | 86.75 | 88.55 | 89.20 | 86.58 | 89.69 | 86.80 | 88.62 | 88.29 | 89.36 | 87.88 | 87.82 | 88.06 | 88.23 |
| 58 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.77 | 86.47 | 86.36 | 89.20 | 88.73 | 88.51 | 86.71 | 88.07 | 88.84 | 87.98 | 88.06 | 88.31 | 86.78 | 87.77 | 87.43 | 88.63 | 86.83 | 88.26 | 88.46 | 88.61 | 88.04 | 88.25 | 87.60 | 88.32 | 87.92 | 88.27 |
| 59 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.49 | 88.55 | 90.46 | 86.21 | 86.25 | 89.26 | 85.62 | 88.55 | 87.69 | 87.43 | 88.01 | 89.12 | 90.09 | 89.84 | 88.59 | 87.87 | 88.27 | 89.03 | 89.29 | 87.56 | 88.36 | 89.76 | 88.97 | 86.65 | 87.67 | 87.86 |
| 64 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 78.12 | 80.29 | 72.77 | 67.01 | 72.15 | 79.10 | 86.24 | 76.61 | 74.08 | 79.78 | 82.85 | 80.96 | 80.22 | 67.43 | 70.06 | 83.83 | 72.23 | 77.37 | 77.54 | 81.27 | 77.50 | 79.11 | 79.25 | 70.52 | 75.50 | 70.41 |
| 65 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.73 | 83.21 | 82.20 | 74.64 | 82.71 | 76.73 | 82.98 | 75.85 | 81.70 | 82.71 | 78.72 | 78.32 | 82.11 | 82.15 | 70.92 | 83.65 | 83.75 | 81.33 | 79.12 | 81.10 | 80.83 | 77.79 | 78.52 | 76.02 | 79.17 | 78.44 |
| 66 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 81.25 | 42.66 | 80.77 | 75.03 | 74.36 | 75.65 | 86.49 | 80.76 | 84.33 | 83.91 | 81.45 | 83.86 | 84.19 | 81.58 | 79.89 | 81.51 | 76.08 | 83.63 | 80.46 | 81.71 | 85.18 | 75.42 | 78.20 | 74.28 | 79.62 | 79.24 |
| 67 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 82.26 | 78.16 | 84.94 | 42.66 | 82.95 | 76.00 | 82.67 | 82.43 | 80.14 | 84.07 | 79.33 | 83.92 | 81.08 | 80.45 | 80.15 | 84.39 | 78.75 | 82.05 | 83.18 | 79.84 | 77.40 | 68.41 | 78.60 | 73.67 | 80.75 | 75.44 |
| 72 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.01 | 88.92 | 89.38 | 86.06 | 86.06 | 89.97 | 88.31 | 89.56 | 87.59 | 88.64 | 89.41 | 89.02 | 88.90 | 88.85 | 88.79 | 88.60 | 88.42 | 88.40 | 92.15 | 89.60 | 84.89 | 87.01 | 88.81 | 87.91 | 88.18 | 86.59 |
| 73 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.13 | 87.81 | 89.19 | 85.96 | 88.13 | 89.17 | 89.28 | 88.34 | 86.88 | 88.48 | 89.51 | 88.91 | 87.76 | 88.85 | 89.64 | 89.60 | 87.82 | 86.12 | 88.93 | 90.33 | 88.99 | 87.86 | 86.21 | 88.94 | 89.06 | 86.02 |
| 74 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.78 | 88.03 | 87.82 | 86.73 | 88.29 | 88.94 | 85.17 | 88.84 | 89.44 | 86.70 | 91.23 | 89.36 | 88.35 | 91.13 | 88.50 | 88.45 | 88.71 | 89.45 | 90.01 | 88.62 | 88.77 | 88.46 | 89.39 | 88.81 | 89.16 | 89.22 |
| 75 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 87.41 | 87.72 | 86.53 | 85.77 | 86.48 | 88.83 | 88.83 | 88.79 | 88.33 | 90.89 | 88.37 | 89.15 | 88.06 | 89.89 | 88.97 | 87.97 | 90.56 | 90.25 | 88.67 | 89.36 | 89.33 | 89.34 | 89.70 | 88.73 | 88.69 |
| 80 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.57 | 89.43 | 86.44 | 86.16 | 87.96 | 89.02 | 89.28 | 85.86 | 88.21 | 88.77 | 89.86 | 88.39 | 87.87 | 89.22 | 88.64 | 88.45 | 89.87 | 87.92 | 87.86 | 88.18 | 90.20 | 89.49 | 86.15 | 87.51 | 89.64 | 88.05 |
| 81 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.71 | 88.06 | 88.35 | 87.69 | 88.76 | 87.74 | 87.79 | 87.72 | 87.28 | 87.60 | 90.00 | 93.24 | 88.97 | 87.98 | 88.24 | 89.74 | 88.43 | 89.80 | 88.47 | 88.23 | 88.53 | 87.14 | 88.05 | 86.39 | 90.76 | 87.71 |
| 82 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.92 | 88.98 | 87.13 | 88.07 | 88.21 | 90.25 | 88.01 | 89.46 | 87.03 | 88.41 | 89.45 | 90.96 | 88.02 | 87.74 | 87.46 | 89.55 | 89.67 | 87.71 | 88.96 | 88.28 | 88.85 | 88.07 | 87.25 | 89.18 | 89.02 | 89.16 |
| 83 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.97 | 88.57 | 88.39 | 87.41 | 87.51 | 89.52 | 87.46 | 88.66 | 87.90 | 88.62 | 89.20 | 89.92 | 88.39 | 89.57 | 90.36 | 87.53 | 88.73 | 89.50 | 89.03 | 89.57 | 89.19 | 89.22 | 88.44 | 89.77 | 89.32 | 90.97 |
| 88 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.43 | 86.95 | 87.23 | 87.58 | 88.60 | 88.61 | 88.49 | 88.44 | 89.23 | 88.27 | 90.57 | 89.31 | 87.05 | 88.31 | 88.27 | 87.74 | 90.10 | 88.95 | 89.71 | 88.81 | 87.68 | 89.29 | 88.82 | 88.08 | 89.99 | 87.64 |
| 89 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.09 | 86.86 | 89.79 | 88.44 | 86.87 | 89.10 | 87.75 | 87.95 | 88.72 | 88.34 | 89.74 | 88.27 | 88.93 | 89.11 | 89.00 | 90.28 | 90.14 | 87.98 | 90.22 | 90.22 | 89.44 | 77.67 | 89.31 | 89.13 | 88.17 | 87.65 |
| 90 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.42 | 87.00 | 88.76 | 87.48 | 85.55 | 89.67 | 87.43 | 88.79 | 88.44 | 88.96 | 86.61 | 88.34 | 88.67 | 85.31 | 87.50 | 87.50 | 87.24 | 90.71 | 89.43 | 88.20 | 88.72 | 88.15 | 87.33 | 89.40 | 88.26 | 88.48 |
| 91 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.04 | 88.82 | 86.51 | 86.54 | 88.21 | 88.11 | 88.36 | 88.89 | 88.22 | 88.98 | 89.24 | 90.72 | 85.11 | 87.89 | 90.45 | 89.20 | 89.06 | 89.22 | 89.63 | 90.43 | 87.99 | 87.64 | 89.18 | 88.72 | 89.64 | 88.23 |
| 96 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 77.47 | 84.88 | 75.73 | 78.49 | 78.99 | 82.00 | 80.94 | 78.33 | 84.36 | 86.23 | 84.11 | 82.80 | 84.41 | 83.33 | 78.77 | 79.79 | 77.20 | 75.61 | 82.06 | 83.96 | 79.12 | 82.72 | 83.27 | 71.91 | 80.78 | 79.40 |
| 97 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.22 | 81.89 | 84.51 | 85.41 | 85.94 | 85.45 | 85.37 | 82.96 | 83.10 | 85.67 | 86.61 | 85.44 | 85.65 | 87.13 | 86.48 | 84.45 | 85.98 | 85.58 | 84.08 | 84.50 | 86.69 | 85.28 | 85.31 | 84.77 | 87.52 | 87.07 |
| 98 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.46 | 86.23 | 84.42 | 86.53 | 86.55 | 84.21 | 84.50 | 87.18 | 84.77 | 82.98 | 85.14 | 87.46 | 86.64 | 87.05 | 86.89 | 83.18 | 85.39 | 84.73 | 84.69 | 85.35 | 84.98 | 84.69 | 87.46 | 86.02 | 86.97 | 85.66 |
| 99 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.77 | 89.21 | 87.68 | 84.71 | 85.62 | 84.61 | 84.15 | 88.85 | 86.72 | 85.20 | 85.85 | 85.69 | 83.64 | 85.06 | 85.18 | 85.05 | 86.66 | 85.82 | 86.05 | 84.98 | 85.25 | 85.59 | 85.24 | 86.39 | 84.58 | 86.28 |
| 104 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.17 | 86.06 | 86.85 | 86.35 | 85.56 | 87.36 | 87.49 | 86.68 | 85.19 | 86.22 | 86.97 | 87.04 | 87.41 | 86.09 | 88.36 | 88.34 | 87.46 | 88.28 | 88.11 | 85.36 | 88.83 | 87.76 | 88.23 | 88.17 | 87.70 | 87.28 |
| 105 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.05 | 86.34 | 86.28 | 88.28 | 87.28 | 89.42 | 86.88 | 89.00 | 87.22 | 88.37 | 88.45 | 88.39 | 87.88 | 87.89 | 87.68 | 88.71 | 89.43 | 87.90 | 87.38 | 87.78 | 88.57 | 89.32 | 87.69 | 88.65 | 89.44 | 89.18 |
| 106 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.26 | 89.68 | 88.11 | 88.57 | 87.52 | 88.17 | 87.81 | 85.95 | 87.94 | 87.72 | 91.26 | 89.20 | 88.00 | 89.19 | 88.83 | 86.87 | 88.24 | 88.97 | 89.26 | 87.21 | 87.54 | 87.90 | 87.37 | 88.62 | 87.78 | 87.95 |
| 107 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.63 | 87.99 | 87.78 | 90.23 | 88.74 | 88.17 | 90.45 | 89.38 | 87.89 | 89.98 | 89.09 | 88.94 | 87.96 | 87.86 | 88.66 | 89.86 | 88.64 | 88.62 | 88.84 | 89.11 | 88.38 | 89.54 | 88.76 | 88.91 | 87.78 | 88.67 |
| 112 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.37 | 87.84 | 86.67 | 88.34 | 87.63 | 88.22 | 85.76 | 87.95 | 88.57 | 88.74 | 88.23 | 89.10 | 86.12 | 88.27 | 86.90 | 86.23 | 90.26 | 88.62 | 89.40 | 86.95 | 89.24 | 86.88 | 87.07 | 77.57 | 87.98 | 87.96 |
| 113 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.46 | 87.22 | 88.19 | 89.27 | 88.54 | 87.81 | 88.52 | 87.79 | 89.29 | 86.73 | 89.54 | 88.54 | 86.25 | 88.04 | 88.91 | 88.94 | 90.21 | 89.60 | 89.09 | 88.39 | 88.58 | 88.81 | 89.71 | 88.62 | 89.89 | 88.98 |
| 114 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.57 | 88.88 | 87.03 | 89.36 | 87.63 | 88.41 | 89.22 | 87.21 | 88.84 | 87.92 | 87.72 | 88.38 | 89.74 | 88.54 | 87.78 | 88.84 | 87.24 | 87.99 | 88.30 | 87.73 | 88.51 | 88.51 | 87.12 | 87.92 | 88.91 | 89.02 |
| 115 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.49 | 88.22 | 89.45 | 88.94 | 89.22 | 88.56 | 86.82 | 88.96 | 88.78 | 88.63 | 89.07 | 89.18 | 88.08 | 88.35 | 89.98 | 88.38 | 89.05 | 88.82 | 87.53 | 89.44 | 88.47 | 88.40 | 88.69 | 86.48 | 89.63 | 88.89 |
| 120 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.65 | 87.18 | 87.41 | 87.82 | 85.43 | 88.23 | 86.40 | 86.90 | 89.69 | 87.93 | 88.29 | 88.13 | 87.05 | 88.49 | 88.57 | 87.61 | 88.85 | 89.16 | 88.14 | 89.51 | 89.07 | 86.86 | 85.99 | 86.26 | 88.01 | 88.38 |
| 121 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.93 | 88.85 | 87.49 | 85.45 | 86.97 | 87.55 | 90.03 | 87.36 | 88.04 | 88.67 | 87.62 | 89.38 | 88.66 | 88.24 | 88.72 | 88.00 | 88.16 | 87.87 | 89.14 | 90.97 | 87.74 | 87.36 | 88.27 | 88.07 | 88.21 | 87.54 |
| 122 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.54 | 88.83 | 87.70 | 87.80 | 88.11 | 89.92 | 87.66 | 89.10 | 88.91 | 87.66 | 87.94 | 88.01 | 87.93 | 88.17 | 88.16 | 88.21 | 88.01 | 87.93 | 87.43 | 88.40 | 88.04 | 88.48 | 87.36 | 89.35 | 89.40 | 86.33 |
| 123 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.81 | 88.05 | 88.26 | 89.00 | 89.00 | 88.70 | 88.21 | 88.93 | 88.28 | 87.06 | 89.01 | 88.36 | 87.61 | 87.91 | 87.92 | 89.71 | 89.09 | 88.22 | 88.82 | 89.86 | 88.36 | 87.41 | 86.74 | 86.87 | 86.62 | 87.13 |
| 128 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.16 | 84.73 | 81.97 | 76.21 | 76.34 | 81.38 | 83.70 | 83.81 | 83.03 | 82.30 | 85.45 | 82.98 | 82.33 | 85.57 | 78.31 | 83.20 | 81.22 | 82.42 | 84.42 | 83.55 | 84.90 | 83.02 | 82.93 | 76.03 | 76.78 | 76.38 |
| 129 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.03 | 85.37 | 85.84 | 80.29 | 85.88 | 86.60 | 84.00 | 83.88 | 84.46 | 86.82 | 85.94 | 86.24 | 85.33 | 86.40 | 84.78 | 84.35 | 85.70 | 83.46 | 85.31 | 83.51 | 86.51 | 82.29 | 85.60 | 86.52 | 85.70 | 87.11 |
| 130 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 81.86 | 84.78 | 79.69 | 85.27 | 81.81 | 86.15 | 86.66 | 82.52 | 84.05 | 84.80 | 86.22 | 84.84 | 85.11 | 83.20 | 86.47 | 83.21 | 86.51 | 82.70 | 85.29 | 87.71 | 86.44 | 84.92 | 85.52 | 83.56 | 81.75 | 84.46 |
| 131 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.86 | 84.90 | 83.84 | 86.67 | 82.94 | 85.92 | 84.44 | 87.46 | 82.79 | 87.31 | 85.46 | 84.92 | 85.68 | 86.29 | 82.56 | 85.54 | 85.48 | 85.57 | 85.46 | 85.88 | 86.76 | 83.76 | 87.69 | 84.79 | 84.16 | 87.29 |
| 136 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.11 | 89.60 | 86.44 | 89.39 | 89.50 | 87.87 | 86.01 | 88.88 | 88.86 | 89.93 | 88.59 | 88.16 | 88.62 | 87.90 | 87.91 | 87.96 | 88.59 | 88.53 | 87.46 | 88.18 | 88.67 | 87.63 | 88.33 | 88.48 | 86.07 | 89.47 |
| 137 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.53 | 88.19 | 88.22 | 87.99 | 87.60 | 88.08 | 87.56 | 87.43 | 88.29 | 88.71 | 89.68 | 89.47 | 88.89 | 89.07 | 89.77 | 88.83 | 87.54 | 89.19 | 89.87 | 89.03 | 88.53 | 89.78 | 87.37 | 87.89 | 89.38 | 89.06 |
| 138 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.91 | 86.94 | 87.19 | 89.80 | 87.61 | 87.81 | 86.37 | 88.01 | 87.50 | 88.68 | 89.92 | 89.88 | 88.85 | 87.52 | 88.61 | 89.93 | 87.49 | 89.62 | 89.06 | 88.72 | 87.88 | 88.55 | 87.39 | 87.84 | 86.88 | 88.54 |
| 139 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.19 | 87.77 | 88.49 | 89.07 | 88.34 | 87.13 | 87.50 | 88.83 | 88.74 | 88.02 | 88.81 | 89.82 | 88.37 | 86.70 | 88.60 | 88.05 | 88.46 | 87.68 | 87.18 | 89.34 | 87.88 | 89.13 | 88.27 | 87.88 | 88.48 | 88.86 |
| 144 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.58 | 88.91 | 85.12 | 87.80 | 88.11 | 86.26 | 86.85 | 88.38 | 88.94 | 89.05 | 88.19 | 88.70 | 88.66 | 88.54 | 87.48 | 87.56 | 87.10 | 89.00 | 88.79 | 89.38 | 88.51 | 89.17 | 89.01 | 87.97 | 87.48 | 89.21 |
| 145 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.73 | 88.64 | 88.02 | 88.60 | 86.83 | 86.42 | 86.96 | 89.59 | 87.66 | 85.92 | 87.42 | 88.82 | 86.95 | 89.56 | 87.71 | 88.75 | 88.00 | 88.99 | 88.19 | 87.76 | 86.97 | 88.94 | 86.68 | 88.03 | 89.43 | 88.74 |
| 146 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.70 | 87.50 | 88.95 | 87.84 | 88.40 | 88.02 | 88.52 | 88.78 | 88.24 | 88.55 | 88.05 | 88.01 | 87.36 | 86.98 | 90.34 | 86.41 | 90.33 | 89.20 | 88.29 | 88.80 | 88.25 | 86.88 | 87.87 | 89.22 | 88.01 | 88.72 |
| 147 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.32 | 87.77 | 88.79 | 89.14 | 87.81 | 87.86 | 87.42 | 88.18 | 88.77 | 87.79 | 90.04 | 88.07 | 88.00 | 88.72 | 88.84 | 89.97 | 89.20 | 88.86 | 88.07 | 88.75 | 86.28 | 89.73 | 86.77 | 87.43 | 88.37 | 87.47 |
| 152 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.81 | 86.73 | 86.65 | 89.16 | 88.47 | 88.26 | 89.19 | 88.17 | 88.48 | 91.03 | 87.98 | 88.56 | 88.65 | 87.90 | 83.94 | 87.84 | 88.66 | 42.66 | 87.85 | 88.49 | 88.46 | 89.09 | 88.30 | 86.83 | 89.44 | 88.43 |
| 153 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.76 | 89.73 | 86.38 | 88.98 | 87.59 | 87.54 | 87.87 | 86.64 | 88.85 | 88.00 | 88.51 | 88.72 | 89.33 | 89.02 | 88.54 | 88.41 | 87.58 | 87.81 | 88.57 | 87.62 | 89.06 | 87.02 | 89.11 | 87.60 | 88.89 | 88.38 |
| 154 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.26 | 88.87 | 85.55 | 87.81 | 88.04 | 89.22 | 88.78 | 88.10 | 89.57 | 88.72 | 90.33 | 88.75 | 87.33 | 88.12 | 87.69 | 86.11 | 87.22 | 88.31 | 89.43 | 89.93 | 89.00 | 88.12 | 89.63 | 88.79 | 87.28 | 88.62 |
| 155 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.34 | 86.18 | 86.54 | 88.59 | 87.74 | 88.07 | 88.66 | 87.45 | 87.96 | 88.06 | 88.59 | 88.05 | 88.44 | 86.81 | 89.03 | 88.31 | 89.92 | 87.76 | 89.54 | 88.01 | 89.02 | 88.24 | 88.37 | 87.44 | 88.88 | 89.40 |
| 160 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 71.24 | 73.96 | 81.34 | 70.38 | 71.98 | 75.60 | 78.19 | 77.49 | 80.46 | 80.29 | 80.83 | 82.42 | 78.65 | 80.08 | 69.53 | 82.14 | 68.82 | 78.17 | 79.00 | 81.70 | 76.45 | 71.64 | 67.89 | 76.65 | 71.46 | 73.51 |
| 161 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.88 | 84.16 | 83.66 | 78.28 | 84.09 | 83.93 | 83.67 | 81.89 | 83.66 | 83.29 | 79.11 | 80.52 | 81.92 | 67.44 | 85.73 | 80.46 | 85.24 | 82.46 | 80.06 | 71.60 | 78.75 | 77.96 | 76.38 | 82.12 | 80.41 | 81.98 |
| 162 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 80.34 | 79.00 | 82.50 | 75.32 | 78.96 | 83.86 | 82.66 | 85.99 | 85.34 | 83.19 | 81.60 | 77.52 | 80.76 | 80.71 | 84.35 | 82.24 | 84.09 | 84.53 | 83.62 | 80.35 | 80.10 | 76.63 | 79.33 | 73.47 | 78.72 | 75.95 |
| 163 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 80.02 | 77.63 | 82.86 | 64.04 | 84.24 | 69.16 | 80.93 | 80.60 | 83.14 | 84.65 | 81.20 | 82.06 | 83.77 | 79.74 | 64.48 | 80.40 | 66.84 | 80.86 | 82.73 | 80.83 | 81.61 | 77.89 | 83.25 | 71.32 | 77.10 | 75.74 |
| 168 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.94 | 87.64 | 86.47 | 89.54 | 87.19 | 88.82 | 88.59 | 89.08 | 87.49 | 89.22 | 86.56 | 88.12 | 88.62 | 87.64 | 42.66 | 89.64 | 89.33 | 89.27 | 91.13 | 87.43 | 87.88 | 88.58 | 89.48 | 89.36 | 72.19 | 88.39 |
| 169 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.99 | 89.32 | 88.81 | 87.25 | 88.17 | 88.74 | 89.07 | 89.15 | 89.93 | 89.28 | 89.61 | 90.38 | 88.01 | 89.33 | 88.97 | 88.67 | 88.84 | 91.38 | 89.01 | 88.32 | 86.59 | 88.99 | 86.54 | 88.75 | 88.16 | 89.10 |
| 170 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.47 | 87.82 | 87.97 | 77.01 | 88.00 | 87.75 | 88.16 | 87.84 | 88.70 | 89.00 | 89.59 | 90.67 | 88.85 | 89.55 | 88.59 | 89.96 | 89.49 | 88.03 | 90.65 | 88.82 | 87.21 | 89.55 | 86.87 | 87.47 | 90.00 | 87.97 |
| 171 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.62 | 88.80 | 87.11 | 88.40 | 87.77 | 88.94 | 88.35 | 87.60 | 88.20 | 88.84 | 89.29 | 90.27 | 88.31 | 89.37 | 90.31 | 89.33 | 88.37 | 90.08 | 91.43 | 89.63 | 88.88 | 89.30 | 88.06 | 86.41 | 89.61 | 75.96 |
| 176 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.06 | 86.30 | 87.00 | 88.15 | 87.67 | 89.41 | 88.40 | 87.86 | 88.51 | 87.05 | 89.22 | 88.73 | 88.10 | 86.95 | 90.65 | 88.93 | 87.84 | 88.16 | 90.29 | 88.74 | 87.68 | 88.81 | 89.01 | 90.44 | 88.64 | 88.93 |
| 177 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.05 | 86.56 | 88.12 | 89.19 | 88.79 | 89.32 | 89.27 | 87.64 | 88.12 | 88.42 | 88.64 | 88.74 | 89.24 | 89.92 | 89.16 | 88.01 | 88.83 | 89.19 | 90.60 | 89.70 | 88.99 | 88.49 | 72.23 | 89.84 | 89.37 | 89.91 |
| 178 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.43 | 88.46 | 86.32 | 88.80 | 87.81 | 90.19 | 89.05 | 89.11 | 88.78 | 89.18 | 89.61 | 88.22 | 88.75 | 87.96 | 87.15 | 88.27 | 88.22 | 88.71 | 89.85 | 89.85 | 88.50 | 89.36 | 90.33 | 87.17 | 86.76 | 90.44 |
| 179 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.81 | 87.63 | 87.69 | 87.80 | 89.30 | 87.73 | 86.73 | 89.49 | 89.01 | 88.55 | 90.15 | 89.10 | 87.08 | 86.69 | 87.43 | 89.39 | 89.10 | 87.31 | 91.33 | 90.49 | 91.37 | 88.92 | 87.91 | 87.58 | 87.48 | 88.72 |
| 184 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.48 | 88.24 | 89.03 | 85.27 | 85.84 | 88.00 | 88.25 | 88.07 | 88.31 | 86.52 | 89.35 | 89.36 | 89.30 | 87.14 | 86.54 | 89.68 | 88.90 | 89.71 | 89.00 | 89.50 | 87.91 | 87.61 | 88.79 | 88.45 | 88.03 | 87.76 |
| 185 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.47 | 87.96 | 87.08 | 87.48 | 88.34 | 89.04 | 87.27 | 88.64 | 88.42 | 87.47 | 89.80 | 89.47 | 87.85 | 87.77 | 90.41 | 90.31 | 87.45 | 87.94 | 89.09 | 90.30 | 87.74 | 87.71 | 87.79 | 88.11 | 89.48 | 89.16 |
| 186 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.37 | 87.63 | 88.03 | 86.13 | 88.04 | 86.95 | 85.75 | 87.26 | 86.83 | 88.70 | 90.14 | 91.71 | 89.57 | 89.91 | 89.41 | 88.88 | 87.83 | 88.41 | 88.90 | 88.72 | 88.45 | 88.31 | 88.21 | 89.33 | 88.86 | 85.74 |
| 187 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.22 | 88.56 | 87.82 | 88.31 | 87.94 | 89.43 | 86.88 | 90.42 | 89.11 | 88.78 | 88.97 | 86.72 | 88.15 | 89.06 | 86.65 | 88.23 | 87.56 | 89.65 | 88.89 | 89.90 | 89.75 | 90.31 | 89.17 | 89.40 | 90.39 | 74.53 |
| 192 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.07 | 90.35 | 87.88 | 88.62 | 89.90 | 89.43 | 89.73 | 89.15 | 88.52 | 88.05 | 90.03 | 88.26 | 88.61 | 89.42 | 89.67 | 89.12 | 89.13 | 89.93 | 90.51 | 89.88 | 89.07 | 88.74 | 89.38 | 89.56 | 88.23 | 88.23 |
| 193 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.64 | 90.25 | 89.29 | 88.62 | 89.08 | 89.51 | 89.33 | 88.74 | 89.40 | 88.92 | 89.08 | 89.35 | 88.88 | 89.32 | 89.58 | 89.50 | 88.90 | 88.76 | 89.62 | 89.79 | 89.21 | 89.80 | 90.55 | 89.04 | 88.80 | 88.73 |
| 194 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.20 | 88.80 | 89.26 | 87.96 | 89.07 | 89.69 | 90.59 | 88.96 | 90.50 | 88.33 | 90.78 | 90.02 | 89.06 | 88.84 | 89.15 | 90.61 | 86.71 | 90.76 | 90.39 | 90.38 | 89.11 | 88.86 | 89.63 | 89.88 | 88.87 | 87.71 |
| 195 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.22 | 88.39 | 89.10 | 89.13 | 89.10 | 90.33 | 88.58 | 89.71 | 88.59 | 88.38 | 89.89 | 87.75 | 87.94 | 89.22 | 90.35 | 90.74 | 89.36 | 87.79 | 90.60 | 89.66 | 90.95 | 89.53 | 88.72 | 88.57 | 87.74 | 88.53 |
| 200 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.30 | 89.49 | 89.08 | 91.07 | 87.21 | 90.03 | 89.07 | 88.83 | 88.35 | 88.86 | 89.62 | 89.95 | 90.20 | 89.64 | 89.80 | 89.31 | 89.52 | 90.20 | 90.33 | 89.84 | 89.16 | 88.80 | 87.60 | 88.19 | 89.54 | 89.12 |
| 201 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.54 | 88.31 | 90.73 | 89.92 | 89.55 | 91.23 | 88.26 | 89.90 | 88.80 | 90.47 | 90.24 | 90.96 | 90.50 | 88.89 | 89.85 | 90.76 | 88.77 | 90.51 | 89.01 | 90.36 | 89.24 | 90.77 | 89.28 | 89.04 | 88.95 | 90.26 |
| 202 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.55 | 90.60 | 88.18 | 89.19 | 89.04 | 90.10 | 88.93 | 89.96 | 89.68 | 90.44 | 88.57 | 90.47 | 90.08 | 90.13 | 89.24 | 89.77 | 90.23 | 90.23 | 89.16 | 90.54 | 90.25 | 90.27 | 88.84 | 89.28 | 88.49 | 88.92 |
| 203 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.57 | 88.24 | 90.19 | 89.36 | 89.77 | 89.96 | 89.52 | 89.82 | 88.35 | 88.95 | 90.37 | 90.48 | 90.10 | 89.17 | 88.73 | 91.17 | 88.76 | 89.43 | 89.82 | 88.85 | 89.04 | 89.32 | 89.33 | 88.93 | 89.20 | 88.40 |
| 208 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.13 | 89.86 | 89.04 | 89.75 | 89.26 | 91.29 | 90.14 | 89.88 | 89.19 | 89.77 | 90.12 | 90.21 | 90.94 | 88.35 | 89.55 | 90.15 | 88.99 | 90.73 | 90.61 | 89.69 | 89.51 | 89.51 | 89.61 | 89.99 | 91.07 | 90.30 |
| 209 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.62 | 90.03 | 90.08 | 89.50 | 90.21 | 90.62 | 89.89 | 90.98 | 90.85 | 89.25 | 90.70 | 89.34 | 90.26 | 90.01 | 88.90 | 89.89 | 90.72 | 90.78 | 90.47 | 89.97 | 91.08 | 89.97 | 90.16 | 87.67 | 89.41 | 89.74 |
| 210 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.09 | 87.74 | 89.85 | 88.02 | 89.91 | 89.43 | 88.95 | 90.46 | 89.06 | 88.62 | 90.94 | 90.71 | 90.04 | 89.90 | 89.40 | 89.43 | 89.30 | 90.01 | 91.12 | 89.42 | 89.60 | 90.70 | 89.30 | 89.47 | 90.43 |
| 211 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.91 | 89.24 | 89.53 | 90.85 | 88.79 | 90.69 | 87.92 | 91.38 | 89.33 | 88.91 | 90.61 | 90.30 | 89.00 | 89.51 | 87.39 | 89.08 | 89.88 | 90.06 | 89.56 | 90.90 | 90.56 | 89.96 | 90.03 | 90.42 | 90.29 | 88.59 |
| 216 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.54 | 88.91 | 88.61 | 89.11 | 88.73 | 90.07 | 90.55 | 89.43 | 89.17 | 88.42 | 89.83 | 90.70 | 90.16 | 89.33 | 89.69 | 89.60 | 88.70 | 90.23 | 91.39 | 92.27 | 90.42 | 90.30 | 89.21 | 89.49 | 90.46 | 90.37 |
| 217 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.28 | 89.15 | 89.35 | 89.08 | 88.96 | 89.10 | 89.53 | 90.87 | 88.63 | 89.67 | 90.87 | 90.19 | 90.13 | 90.12 | 89.91 | 89.73 | 89.65 | 88.57 | 90.14 | 90.52 | 90.73 | 90.68 | 88.80 | 89.49 | 90.94 | 88.49 |
| 218 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.18 | 90.16 | 88.13 | 90.05 | 88.58 | 90.18 | 89.47 | 90.10 | 89.98 | 89.10 | 92.18 | 90.20 | 88.75 | 87.78 | 90.05 | 90.60 | 89.10 | 89.52 | 90.62 | 90.42 | 90.34 | 90.19 | 90.41 | 88.90 | 90.02 | 89.47 |
| 219 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.57 | 88.73 | 90.25 | 88.14 | 89.35 | 90.19 | 90.57 | 91.61 | 87.81 | 88.91 | 90.16 | 89.81 | 89.24 | 88.07 | 89.46 | 89.31 | 89.58 | 89.18 | 90.06 | 89.24 | 89.30 | 90.54 | 88.55 | 89.41 | 90.91 | 90.12 |
| 224 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.23 | 90.44 | 90.76 | 87.89 | 88.91 | 89.31 | 89.21 | 91.26 | 89.79 | 89.45 | 90.31 | 89.07 | 89.19 | 88.18 | 86.52 | 90.37 | 88.48 | 89.95 | 90.25 | 90.52 | 88.92 | 88.09 | 87.48 | 89.46 | 88.90 | 88.19 |
| 225 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.50 | 89.55 | 88.72 | 88.79 | 88.41 | 90.14 | 88.46 | 89.70 | 88.76 | 89.45 | 88.50 | 89.87 | 90.74 | 89.23 | 89.12 | 90.19 | 88.52 | 90.07 | 89.97 | 90.00 | 89.41 | 88.53 | 88.86 | 87.33 | 86.60 | 89.16 |
| 226 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.92 | 89.84 | 88.62 | 91.03 | 90.19 | 88.91 | 89.54 | 89.90 | 90.01 | 89.29 | 90.71 | 89.87 | 89.40 | 90.09 | 89.59 | 89.50 | 88.77 | 89.86 | 90.69 | 90.81 | 88.23 | 88.92 | 89.78 | 88.36 | 87.67 | 89.21 |
| 227 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.84 | 89.07 | 88.09 | 90.67 | 89.04 | 89.47 | 88.63 | 90.91 | 89.58 | 89.52 | 88.79 | 90.21 | 88.45 | 89.27 | 89.49 | 89.26 | 88.36 | 89.41 | 90.45 | 90.67 | 88.14 | 89.48 | 88.68 | 89.38 | 88.08 | 87.11 |
| 232 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.22 | 89.10 | 89.05 | 90.02 | 90.59 | 89.62 | 88.28 | 90.46 | 88.68 | 89.43 | 90.56 | 89.93 | 89.33 | 90.16 | 89.12 | 89.44 | 90.10 | 90.63 | 90.15 | 90.13 | 88.04 | 88.97 | 88.66 | 88.48 | 87.96 | 87.85 |
| 233 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.77 | 89.28 | 91.10 | 88.49 | 89.75 | 89.71 | 88.38 | 89.31 | 89.80 | 89.55 | 89.39 | 90.49 | 90.50 | 90.50 | 89.94 | 89.83 | 88.77 | 90.19 | 89.68 | 89.67 | 88.18 | 90.67 | 88.40 | 88.42 | 88.79 | 89.30 |
| 234 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.07 | 87.54 | 89.22 | 89.08 | 88.57 | 90.36 | 90.50 | 89.76 | 89.69 | 89.84 | 90.77 | 88.97 | 89.78 | 88.59 | 88.86 | 89.00 | 89.21 | 90.11 | 89.54 | 90.39 | 89.57 | 88.17 | 87.75 | 87.74 | 88.63 | 89.69 |
| 235 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.18 | 90.08 | 88.45 | 89.52 | 89.55 | 88.65 | 87.82 | 90.02 | 89.76 | 90.26 | 90.19 | 89.32 | 88.53 | 90.76 | 88.43 | 89.98 | 89.89 | 88.61 | 89.57 | 89.84 | 88.77 | 90.25 | 88.55 | 87.63 | 87.70 | 87.33 |
| 240 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.34 | 89.21 | 87.69 | 89.55 | 90.26 | 89.73 | 88.10 | 89.81 | 88.22 | 89.46 | 89.94 | 88.36 | 89.05 | 88.99 | 89.78 | 90.12 | 88.55 | 90.62 | 89.04 | 88.76 | 89.82 | 89.19 | 88.73 | 88.95 | 88.70 | 87.93 |
| 241 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.46 | 88.85 | 90.08 | 89.45 | 89.74 | 91.11 | 88.78 | 89.88 | 88.58 | 89.54 | 88.83 | 90.81 | 89.73 | 88.06 | 89.76 | 88.74 | 89.29 | 88.80 | 89.44 | 90.19 | 89.64 | 90.00 | 90.12 | 87.87 | 88.01 | 88.41 |
| 242 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.53 | 90.30 | 89.86 | 88.64 | 89.28 | 89.28 | 89.10 | 89.71 | 88.45 | 88.59 | 90.91 | 90.29 | 89.89 | 90.14 | 89.02 | 90.06 | 89.18 | 89.95 | 90.41 | 88.33 | 89.17 | 89.42 | 88.50 | 87.91 | 87.43 | 88.90 |
| 243 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.45 | 88.90 | 88.72 | 90.25 | 88.83 | 89.50 | 88.46 | 88.97 | 88.54 | 89.13 | 89.82 | 89.42 | 90.61 | 88.90 | 89.63 | 90.48 | 89.68 | 89.02 | 90.93 | 88.48 | 89.24 | 89.11 | 89.12 | 88.78 | 89.57 | 87.56 |
| 248 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.69 | 88.91 | 88.95 | 89.06 | 88.17 | 89.90 | 90.81 | 88.97 | 88.54 | 89.44 | 89.21 | 89.56 | 88.55 | 87.79 | 90.26 | 89.84 | 89.82 | 89.26 | 89.38 | 90.56 | 89.05 | 90.28 | 87.43 | 90.00 | 88.97 | 89.24 |
| 249 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.96 | 88.87 | 89.50 | 88.58 | 88.43 | 89.14 | 88.57 | 90.19 | 89.29 | 89.64 | 89.94 | 88.87 | 89.48 | 89.08 | 88.68 | 89.95 | 90.55 | 90.26 | 89.38 | 89.54 | 88.41 | 88.69 | 89.06 | 89.09 | 89.52 | 90.65 |
| 250 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.03 | 88.14 | 89.71 | 89.45 | 89.51 | 89.67 | 88.05 | 88.52 | 90.82 | 89.23 | 88.97 | 90.28 | 89.10 | 89.04 | 90.32 | 90.14 | 88.89 | 89.07 | 88.86 | 88.73 | 90.81 | 89.54 | 87.95 | 89.15 | 89.77 | 88.55 |
| 251 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.55 | 88.85 | 88.26 | 90.47 | 89.06 | 89.07 | 88.33 | 89.82 | 89.97 | 88.60 | 90.31 | 89.20 | 89.54 | 87.30 | 88.10 | 89.78 | 87.89 | 91.17 | 90.14 | 89.72 | 89.56 | 89.04 | 89.19 | 89.08 | 89.23 | 88.33 |
| 256 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.99 | 86.83 | 85.15 | 83.93 | 85.18 | 89.77 | 86.28 | 85.64 | 86.48 | 88.30 | 89.00 | 88.46 | 89.82 | 84.02 | 87.43 | 87.21 | 88.20 | 85.10 | 88.43 | 89.79 | 85.57 | 88.15 | 83.23 | 83.34 | 82.79 | 86.92 |
| 257 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.04 | 91.70 | 89.70 | 88.68 | 89.52 | 88.21 | 83.30 | 88.23 | 88.83 | 88.58 | 81.37 | 89.94 | 88.91 | 83.76 | 88.74 | 81.23 | 81.31 | 87.09 | 89.06 | 88.09 | 84.74 | 83.60 | 83.28 | 89.05 | 87.41 | 77.59 |
| 258 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.87 | 88.27 | 85.41 | 87.44 | 86.74 | 87.30 | 88.79 | 88.20 | 88.49 | 87.44 | 88.60 | 90.03 | 87.44 | 88.54 | 88.67 | 82.17 | 89.74 | 88.77 | 88.63 | 87.46 | 84.55 | 81.33 | 85.35 | 86.17 | 86.10 | 85.17 |
| 259 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.49 | 88.62 | 81.89 | 82.85 | 89.72 | 88.04 | 82.35 | 79.19 | 84.66 | 88.75 | 88.26 | 89.43 | 89.61 | 90.20 | 86.80 | 88.58 | 86.74 | 88.15 | 88.62 | 88.60 | 88.20 | 87.20 | 86.32 | 87.63 | 84.35 | 88.48 |
| 264 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.50 | 89.33 | 89.19 | 90.02 | 89.03 | 90.22 | 89.00 | 89.42 | 88.64 | 89.10 | 90.14 | 89.89 | 88.48 | 89.45 | 90.47 | 88.96 | 90.12 | 89.01 | 89.67 | 91.41 | 89.03 | 90.67 | 88.15 | 89.96 | 88.95 | 88.32 |
| 265 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.99 | 89.22 | 89.00 | 90.77 | 89.25 | 89.61 | 89.55 | 90.30 | 89.33 | 89.14 | 89.80 | 89.75 | 88.83 | 89.52 | 89.55 | 90.78 | 91.12 | 90.16 | 90.49 | 91.32 | 89.46 | 89.63 | 89.14 | 86.65 | 88.60 | 89.89 |
| 266 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.77 | 90.41 | 87.90 | 90.40 | 89.28 | 89.72 | 88.80 | 88.31 | 88.33 | 87.83 | 90.74 | 90.31 | 91.07 | 90.24 | 90.17 | 89.29 | 89.02 | 90.80 | 89.79 | 89.70 | 87.90 | 89.87 | 90.79 | 89.61 | 90.57 | 88.00 |
| 267 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.65 | 89.63 | 90.00 | 89.35 | 88.29 | 91.09 | 88.74 | 90.11 | 89.34 | 90.15 | 91.48 | 88.70 | 89.27 | 90.12 | 89.68 | 90.19 | 89.69 | 89.97 | 90.13 | 89.87 | 89.37 | 88.41 | 90.28 | 89.86 | 88.74 |
| 272 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.00 | 88.22 | 89.11 | 89.63 | 90.14 | 90.25 | 89.12 | 90.89 | 88.30 | 90.59 | 91.02 | 88.77 | 88.41 | 89.68 | 89.26 | 91.69 | 89.57 | 91.27 | 90.51 | 88.83 | 90.45 | 89.03 | 89.70 | 89.26 | 90.13 |
| 273 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.71 | 90.65 | 89.49 | 88.51 | 88.64 | 90.07 | 88.99 | 88.96 | 90.19 | 88.09 | 91.22 | 89.41 | 89.51 | 87.66 | 88.38 | 88.84 | 90.72 | 89.63 | 90.38 | 89.83 | 89.08 | 89.37 | 88.15 | 88.94 | 90.17 | 90.19 |
| 274 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.77 | 90.67 | 88.55 | 89.07 | 89.48 | 90.01 | 89.91 | 90.40 | 88.49 | 88.87 | 90.83 | 90.08 | 88.30 | 88.72 | 89.81 | 91.03 | 89.50 | 89.89 | 90.45 | 90.89 | 89.21 | 90.33 | 88.67 | 87.84 | 89.99 | 89.20 |
| 275 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.52 | 89.29 | 87.60 | 88.94 | 89.94 | 91.41 | 90.49 | 89.20 | 89.78 | 88.31 | 90.86 | 90.11 | 89.07 | 89.44 | 90.77 | 88.90 | 89.13 | 90.74 | 90.36 | 91.42 | 88.97 | 89.76 | 89.35 | 90.12 | 89.39 | 90.75 |
| 280 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.96 | 90.64 | 88.63 | 88.84 | 89.59 | 89.05 | 88.08 | 88.70 | 89.96 | 90.42 | 90.59 | 90.94 | 74.86 | 88.00 | 89.88 | 89.43 | 88.56 | 90.62 | 90.84 | 90.82 | 89.93 | 87.27 | 90.32 | 89.84 | 88.92 | 89.30 |
| 281 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.09 | 89.73 | 89.77 | 89.38 | 89.57 | 88.78 | 87.24 | 89.21 | 89.24 | 89.24 | 88.88 | 89.83 | 90.15 | 88.99 | 90.13 | 88.76 | 89.76 | 91.09 | 88.85 | 88.64 | 86.35 | 88.90 | 88.33 | 90.07 | 89.16 | 78.04 |
| 282 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.26 | 89.58 | 89.74 | 88.31 | 87.84 | 89.46 | 89.01 | 89.54 | 88.11 | 89.82 | 89.25 | 91.99 | 88.55 | 88.24 | 88.41 | 88.71 | 89.13 | 90.58 | 90.08 | 89.14 | 88.90 | 88.39 | 87.19 | 89.25 | 88.29 | 89.69 |
| 283 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.17 | 90.27 | 91.02 | 89.91 | 89.13 | 89.38 | 89.73 | 87.20 | 91.30 | 88.61 | 89.63 | 90.03 | 87.87 | 89.44 | 89.12 | 89.05 | 88.44 | 89.74 | 90.14 | 89.46 | 76.32 | 91.19 | 88.49 | 88.00 | 75.95 | 90.12 |
| 288 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.81 | 90.57 | 89.59 | 89.33 | 89.76 | 90.29 | 91.15 | 89.53 | 88.87 | 89.01 | 89.74 | 90.95 | 89.25 | 88.48 | 89.17 | 89.80 | 88.55 | 89.14 | 90.00 | 88.77 | 88.27 | 87.87 | 89.43 | 88.23 | 89.39 | 89.98 |
| 289 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.33 | 89.28 | 88.33 | 90.28 | 88.28 | 89.93 | 89.71 | 90.66 | 88.21 | 88.99 | 90.24 | 90.37 | 89.49 | 88.78 | 89.71 | 91.41 | 87.50 | 88.34 | 90.54 | 90.71 | 88.84 | 89.33 | 90.97 | 88.45 | 89.41 | 88.80 |
| 290 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.31 | 89.87 | 89.56 | 88.50 | 88.47 | 90.19 | 89.27 | 88.84 | 88.77 | 88.99 | 89.87 | 89.80 | 90.26 | 89.17 | 88.58 | 89.93 | 89.68 | 89.53 | 90.82 | 90.26 | 89.21 | 88.90 | 89.18 | 89.08 | 88.54 | 88.34 |
| 291 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.69 | 91.05 | 88.16 | 89.11 | 89.61 | 88.58 | 89.57 | 89.62 | 88.58 | 89.66 | 89.36 | 90.51 | 89.30 | 89.70 | 89.81 | 90.83 | 90.77 | 91.41 | 90.89 | 91.13 | 87.71 | 89.07 | 89.35 | 87.85 | 89.98 | 90.02 |
| 296 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.05 | 89.33 | 87.76 | 90.12 | 89.24 | 89.04 | 90.61 | 89.38 | 89.17 | 89.38 | 90.19 | 92.14 | 90.29 | 89.31 | 89.27 | 90.24 | 90.07 | 88.73 | 90.89 | 91.13 | 88.79 | 90.37 | 88.62 | 88.01 | 88.63 | 88.16 |
| 297 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.49 | 88.77 | 90.46 | 89.63 | 89.85 | 88.61 | 89.44 | 88.98 | 89.52 | 88.92 | 89.93 | 89.43 | 90.66 | 91.73 | 89.87 | 89.31 | 90.30 | 90.49 | 90.74 | 90.44 | 88.79 | 90.35 | 89.07 | 88.77 | 89.38 | 89.95 |
| 298 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.25 | 91.36 | 88.89 | 88.71 | 88.77 | 90.88 | 90.23 | 89.36 | 89.48 | 89.53 | 90.30 | 90.73 | 89.39 | 89.29 | 90.04 | 90.24 | 89.33 | 90.13 | 91.20 | 90.82 | 89.99 | 88.70 | 90.06 | 88.88 | 87.60 | 88.93 |
| 299 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.38 | 90.10 | 89.21 | 90.18 | 88.92 | 89.46 | 89.69 | 88.37 | 89.90 | 89.92 | 90.37 | 89.91 | 88.87 | 90.97 | 90.02 | 90.69 | 90.22 | 89.66 | 90.64 | 90.04 | 90.59 | 90.55 | 88.65 | 89.83 | 91.02 | 89.98 |
| 304 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.66 | 89.68 | 88.79 | 88.57 | 90.15 | 90.41 | 88.55 | 89.24 | 90.03 | 90.38 | 89.73 | 90.69 | 91.06 | 89.75 | 89.79 | 89.22 | 87.92 | 89.24 | 90.49 | 90.90 | 89.13 | 90.02 | 89.18 | 89.53 | 88.03 | 89.49 |
| 305 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.55 | 90.87 | 91.16 | 89.01 | 88.89 | 89.88 | 89.47 | 90.48 | 88.32 | 90.27 | 89.19 | 90.32 | 89.27 | 89.27 | 88.85 | 90.93 | 89.92 | 89.88 | 89.80 | 90.04 | 89.66 | 91.87 | 88.84 | 90.33 | 90.83 | 88.73 |
| 306 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.82 | 89.08 | 88.47 | 88.63 | 88.88 | 90.86 | 90.09 | 89.50 | 88.89 | 89.59 | 90.95 | 90.16 | 89.17 | 89.53 | 89.66 | 89.66 | 90.22 | 89.22 | 90.56 | 91.72 | 89.99 | 91.03 | 87.92 | 89.24 | 90.56 | 89.93 |
| 307 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.81 | 90.43 | 90.16 | 90.46 | 89.03 | 89.16 | 89.74 | 89.53 | 90.09 | 89.60 | 90.94 | 89.79 | 89.21 | 90.08 | 89.08 | 88.14 | 88.96 | 90.16 | 90.71 | 90.71 | 88.59 | 91.02 | 88.28 | 88.92 | 88.61 | 89.17 |
| 312 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 89.28 | 90.29 | 90.22 | 89.80 | 89.96 | 89.36 | 89.36 | 87.59 | 89.28 | 89.73 | 90.97 | 90.57 | 90.03 | 89.90 | 88.62 | 90.51 | 88.53 | 89.60 | 89.95 | 90.80 | 90.69 | 90.31 | 90.56 | 90.79 | 89.55 |
| 313 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.64 | 89.26 | 89.10 | 89.19 | 88.78 | 89.95 | 89.08 | 88.95 | 88.96 | 89.57 | 90.85 | 90.26 | 90.89 | 89.38 | 89.74 | 89.67 | 90.35 | 90.64 | 90.61 | 89.43 | 89.76 | 91.16 | 90.36 | 90.03 | 90.02 | 91.06 |
| 314 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.69 | 89.03 | 89.67 | 90.12 | 88.69 | 89.88 | 90.95 | 90.23 | 90.48 | 89.64 | 91.32 | 89.79 | 89.39 | 89.38 | 88.33 | 90.14 | 88.88 | 90.16 | 90.17 | 89.59 | 90.25 | 89.97 | 90.24 | 89.40 | 90.08 | 91.59 |
| 315 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.99 | 89.37 | 88.96 | 88.53 | 88.61 | 90.41 | 89.31 | 91.04 | 89.20 | 90.11 | 90.29 | 89.60 | 91.03 | 89.97 | 88.51 | 89.53 | 90.21 | 89.20 | 89.13 | 89.84 | 88.97 | 89.53 | 89.08 | 89.47 | 91.01 | 89.87 |
| 320 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.42 | 90.03 | 88.75 | 90.34 | 87.61 | 88.92 | 89.69 | 89.42 | 90.65 | 87.69 | 89.35 | 89.79 | 89.05 | 89.07 | 89.75 | 90.35 | 88.42 | 89.10 | 90.93 | 90.62 | 89.88 | 89.07 | 88.74 | 88.53 | 89.01 | 88.37 |
| 321 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.72 | 89.89 | 90.00 | 90.04 | 89.15 | 89.07 | 89.09 | 88.73 | 87.87 | 88.73 | 89.23 | 91.01 | 90.06 | 88.45 | 89.10 | 89.04 | 88.91 | 89.78 | 90.39 | 91.16 | 87.94 | 89.18 | 87.01 | 88.32 | 88.74 | 87.73 |
| 322 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.64 | 89.82 | 88.91 | 88.98 | 90.11 | 88.81 | 88.15 | 88.32 | 88.56 | 88.94 | 90.15 | 90.84 | 89.44 | 88.02 | 88.61 | 89.56 | 89.83 | 88.49 | 90.56 | 89.91 | 88.56 | 89.14 | 89.65 | 88.98 | 87.12 | 88.30 |
| 323 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.14 | 90.12 | 89.44 | 89.43 | 89.53 | 90.88 | 89.44 | 89.46 | 89.14 | 89.84 | 90.33 | 89.87 | 89.46 | 88.85 | 89.21 | 90.57 | 89.59 | 89.30 | 90.33 | 89.60 | 90.54 | 87.79 | 88.96 | 87.83 | 88.08 | 88.35 |
| 328 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.88 | 89.85 | 88.34 | 90.51 | 91.14 | 89.85 | 88.34 | 89.27 | 89.56 | 88.29 | 90.58 | 89.17 | 89.34 | 89.80 | 90.52 | 91.23 | 90.33 | 90.97 | 89.85 | 89.87 | 89.88 | 89.21 | 88.07 | 88.37 | 87.92 | 88.77 |
| 329 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.21 | 91.18 | 87.56 | 88.80 | 88.08 | 89.31 | 89.39 | 89.07 | 89.96 | 87.58 | 91.01 | 89.42 | 89.39 | 89.08 | 89.49 | 90.08 | 89.77 | 90.04 | 90.85 | 90.14 | 90.50 | 89.02 | 87.91 | 87.54 | 89.31 | 88.45 |
| 330 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.17 | 90.10 | 87.91 | 90.51 | 87.99 | 89.00 | 89.34 | 90.03 | 89.46 | 88.02 | 90.26 | 89.13 | 90.14 | 90.63 | 90.08 | 89.19 | 89.93 | 90.00 | 89.84 | 89.00 | 88.91 | 91.09 | 89.57 | 89.69 | 88.99 | 89.25 |
| 331 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.24 | 89.62 | 90.04 | 89.86 | 88.82 | 89.78 | 89.11 | 91.58 | 89.57 | 90.57 | 89.64 | 90.43 | 90.67 | 88.85 | 90.13 | 90.51 | 90.18 | 89.41 | 88.58 | 90.35 | 88.14 | 89.63 | 90.04 | 88.33 | 90.22 | 88.73 |
| 336 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.11 | 89.49 | 87.60 | 87.81 | 89.15 | 89.49 | 88.25 | 89.57 | 89.42 | 90.81 | 89.24 | 88.91 | 89.63 | 89.53 | 89.15 | 90.33 | 89.73 | 90.89 | 90.14 | 89.23 | 90.33 | 88.82 | 89.44 | 87.69 | 89.10 | 87.66 |
| 337 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.70 | 91.01 | 87.91 | 88.92 | 89.84 | 88.10 | 90.29 | 91.00 | 88.15 | 89.35 | 89.84 | 89.36 | 88.40 | 88.22 | 90.46 | 89.78 | 89.41 | 89.72 | 89.84 | 89.60 | 89.22 | 88.76 | 88.65 | 88.10 | 87.96 | 89.66 |
| 338 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.47 | 88.05 | 88.92 | 89.49 | 90.26 | 90.52 | 88.81 | 89.25 | 89.58 | 88.62 | 90.89 | 89.72 | 88.25 | 88.61 | 90.32 | 89.70 | 89.09 | 89.01 | 89.71 | 89.10 | 88.47 | 90.16 | 88.11 | 88.17 | 89.36 | 86.46 |
| 339 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.61 | 90.96 | 89.04 | 89.80 | 89.71 | 90.58 | 88.89 | 89.61 | 88.24 | 88.84 | 91.39 | 89.84 | 88.37 | 89.01 | 90.00 | 89.40 | 89.44 | 88.75 | 88.91 | 89.06 | 88.34 | 89.62 | 88.90 | 89.70 | 88.82 | 88.77 |
| 344 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.59 | 88.91 | 89.15 | 89.21 | 89.18 | 89.40 | 90.25 | 89.05 | 89.71 | 88.78 | 89.50 | 89.65 | 88.36 | 89.81 | 89.30 | 89.57 | 89.64 | 88.81 | 89.85 | 89.08 | 88.41 | 89.71 | 88.96 | 89.96 | 88.43 | 87.99 |
| 345 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.83 | 88.77 | 89.43 | 89.05 | 88.27 | 89.49 | 88.52 | 90.44 | 88.43 | 89.74 | 89.55 | 88.99 | 89.32 | 88.10 | 89.56 | 89.23 | 89.52 | 89.41 | 88.95 | 88.88 | 88.55 | 88.98 | 89.77 | 89.74 | 89.46 | 88.25 |
| 346 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.76 | 89.73 | 88.00 | 89.07 | 87.75 | 89.61 | 88.99 | 90.50 | 88.52 | 89.33 | 90.07 | 89.47 | 88.42 | 89.41 | 89.51 | 89.48 | 89.61 | 89.48 | 88.74 | 89.06 | 88.65 | 88.53 | 89.18 | 87.95 | 88.51 | 88.81 |
| 347 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.51 | 88.31 | 87.81 | 88.64 | 89.45 | 88.61 | 88.12 | 90.38 | 89.03 | 89.59 | 88.66 | 90.32 | 89.71 | 88.81 | 89.34 | 89.55 | 88.02 | 89.87 | 88.24 | 89.00 | 88.48 | 88.96 | 87.62 | 88.58 | 88.47 | 88.54 |
| 352 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.80 | 85.71 | 89.18 | 79.33 | 88.43 | 89.73 | 85.93 | 88.80 | 88.80 | 88.08 | 87.93 | 89.29 | 82.93 | 85.88 | 88.85 | 86.19 | 87.52 | 89.90 | 88.21 | 90.60 | 83.52 | 85.60 | 89.62 | 84.46 | 88.63 | 87.56 |
| 353 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.21 | 90.45 | 88.25 | 86.91 | 88.16 | 86.41 | 89.58 | 91.00 | 88.26 | 83.24 | 89.61 | 89.23 | 89.82 | 90.15 | 89.53 | 89.04 | 89.62 | 88.53 | 81.80 | 90.44 | 82.70 | 90.32 | 80.08 | 86.67 | 88.54 | 87.92 |
| 354 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.07 | 89.93 | 89.96 | 88.28 | 89.76 | 88.65 | 87.01 | 91.07 | 89.65 | 79.57 | 90.06 | 86.39 | 88.83 | 89.15 | 90.55 | 89.27 | 89.78 | 85.74 | 88.76 | 89.59 | 83.81 | 88.05 | 88.44 | 87.76 | 85.98 | 89.31 |
| 355 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.29 | 88.71 | 87.59 | 89.18 | 88.79 | 89.69 | 89.02 | 89.47 | 88.02 | 88.99 | 89.37 | 89.69 | 85.49 | 80.60 | 87.61 | 88.76 | 89.55 | 85.47 | 90.45 | 91.66 | 88.01 | 87.22 | 86.83 | 89.27 | 89.32 | 87.24 |
| 360 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.41 | 89.45 | 89.04 | 90.11 | 89.38 | 90.56 | 88.67 | 90.30 | 88.65 | 88.88 | 90.52 | 89.63 | 90.06 | 88.90 | 88.70 | 90.05 | 89.88 | 90.35 | 90.67 | 89.11 | 90.10 | 88.26 | 90.50 | 88.81 | 89.59 | 90.67 |
| 361 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.89 | 90.27 | 89.29 | 89.06 | 91.23 | 89.47 | 90.48 | 88.72 | 89.56 | 89.22 | 90.00 | 89.99 | 91.26 | 91.90 | 90.33 | 90.65 | 89.39 | 90.49 | 90.44 | 90.67 | 87.41 | 90.64 | 91.50 | 89.59 | 88.98 | 87.81 |
| 362 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.06 | 89.60 | 88.09 | 90.84 | 89.49 | 90.77 | 89.26 | 89.84 | 90.65 | 89.38 | 89.83 | 89.25 | 88.76 | 89.51 | 89.46 | 89.79 | 88.89 | 89.37 | 89.75 | 90.01 | 89.90 | 90.10 | 88.64 | 90.74 | 88.31 | 88.87 |
| 363 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.81 | 88.83 | 87.97 | 90.11 | 89.81 | 89.28 | 89.96 | 89.49 | 89.07 | 89.87 | 89.00 | 89.16 | 90.49 | 90.48 | 88.77 | 89.09 | 89.88 | 90.57 | 90.85 | 90.74 | 88.98 | 89.74 | 90.09 | 88.86 | 90.55 | 88.78 |
| 368 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.88 | 88.91 | 89.28 | 89.40 | 88.41 | 89.15 | 88.99 | 89.85 | 88.32 | 91.47 | 90.49 | 90.35 | 90.12 | 90.54 | 89.21 | 89.68 | 90.42 | 90.52 | 88.88 | 90.08 | 90.17 | 89.85 | 88.39 | 89.79 | 89.85 | 89.61 |
| 369 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.80 | 90.11 | 90.02 | 89.52 | 89.53 | 89.96 | 89.18 | 91.00 | 89.36 | 88.98 | 91.00 | 89.49 | 88.90 | 88.73 | 89.06 | 89.56 | 88.61 | 90.57 | 89.77 | 90.92 | 88.52 | 89.68 | 90.21 | 88.08 | 87.88 | 88.74 |
| 370 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.03 | 88.29 | 89.47 | 89.86 | 90.35 | 90.04 | 91.21 | 88.69 | 89.43 | 89.99 | 89.12 | 88.96 | 89.43 | 89.19 | 88.32 | 88.89 | 89.13 | 90.02 | 90.05 | 90.49 | 88.98 | 91.67 | 90.54 | 90.61 | 89.56 | 90.05 |
| 371 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.76 | 90.79 | 89.17 | 89.19 | 88.82 | 89.00 | 89.90 | 88.42 | 87.74 | 89.45 | 89.99 | 90.99 | 89.24 | 89.54 | 88.81 | 89.96 | 90.27 | 89.96 | 90.48 | 90.43 | 76.69 | 89.50 | 90.37 | 88.83 | 88.86 | 88.94 |
| 376 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.14 | 90.75 | 90.90 | 89.32 | 89.37 | 88.54 | 89.77 | 88.48 | 88.53 | 89.44 | 89.89 | 89.57 | 90.11 | 90.50 | 90.54 | 91.28 | 90.81 | 88.43 | 91.00 | 91.00 | 89.52 | 88.72 | 89.71 | 89.44 | 89.42 | 89.42 |
| 377 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.91 | 89.68 | 90.12 | 89.18 | 89.99 | 90.20 | 89.40 | 88.68 | 88.72 | 89.67 | 89.39 | 90.02 | 89.13 | 88.58 | 89.66 | 89.70 | 91.50 | 89.70 | 89.05 | 91.76 | 89.16 | 89.10 | 86.75 | 89.59 | 88.83 | 87.83 |
| 378 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.01 | 89.36 | 89.13 | 87.93 | 88.08 | 91.70 | 90.19 | 89.86 | 90.51 | 88.73 | 90.21 | 91.01 | 88.88 | 89.23 | 90.52 | 87.80 | 90.19 | 88.26 | 91.50 | 89.54 | 88.29 | 89.57 | 88.69 | 89.29 | 89.72 | 90.37 |
| 379 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.87 | 89.62 | 88.98 | 88.64 | 88.89 | 88.46 | 88.68 | 88.67 | 88.77 | 90.17 | 89.12 | 90.49 | 90.52 | 88.98 | 75.52 | 89.30 | 90.41 | 89.61 | 89.65 | 89.81 | 89.80 | 89.29 | 75.91 | 88.85 | 89.25 | 90.26 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.52 | 79.42 | 91.23 | 82.15 | 87.70 | 90.97 | 89.56 | 90.96 | 90.09 | 89.39 | 90.03 | 90.05 | 88.60 | 88.40 | 89.57 | 91.37 | 88.14 | 91.07 | 91.27 | 89.66 | 49.17 | 82.07 | 89.50 | 86.06 | 87.57 | 87.56 |
| 1 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 89.15 | 90.27 | 90.69 | 88.55 | 92.14 | 90.08 | 92.47 | 92.57 | 89.87 | 90.59 | 91.74 | 93.94 | 91.01 | 92.26 | 89.60 | 93.17 | 92.80 | 91.92 | 91.62 | 92.10 | 92.29 | 92.33 | 92.70 | 93.01 | 93.47 |
| 2 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.24 | 90.30 | 92.83 | 92.92 | 91.85 | 89.13 | 90.43 | 93.96 | 91.78 | 91.18 | 91.39 | 90.58 | 90.03 | 92.53 | 91.16 | 92.80 | 93.39 | 90.85 | 93.46 | 91.05 | 92.67 | 92.27 | 92.67 | 90.55 | 92.44 | 92.22 |
| 3 | 372 | 32 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.07 | 91.48 | 92.05 | 93.41 | 92.97 | 91.26 | 93.45 | 92.94 | 92.94 | 93.47 | 92.29 | 92.27 | 91.35 | 90.77 | 92.79 | 90.65 | 92.99 | 91.23 | 92.11 | 91.11 | 92.44 | 91.25 | 91.38 | 93.18 | 92.66 | 93.47 |
| 8 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.67 | 92.55 | 91.02 | 93.10 | 92.10 | 90.11 | 93.74 | 92.52 | 90.37 | 92.41 | 91.90 | 90.42 | 91.53 | 92.37 | 93.09 | 93.17 | 91.85 | 92.16 | 93.10 | 92.04 | 93.50 | 93.11 | 92.41 | 92.71 | 93.77 | 92.35 |
| 9 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.94 | 93.38 | 93.74 | 92.01 | 92.80 | 92.58 | 92.12 | 94.50 | 92.12 | 92.60 | 91.01 | 92.61 | 49.17 | 94.19 | 92.83 | 93.01 | 91.70 | 92.65 | 93.83 | 92.22 | 94.11 | 93.64 | 93.89 | 92.52 | 93.28 | 93.83 |
| 10 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.24 | 89.97 | 92.89 | 88.52 | 93.47 | 92.83 | 92.36 | 90.85 | 94.43 | 92.90 | 90.61 | 92.21 | 93.52 | 91.09 | 90.98 | 92.91 | 92.97 | 92.34 | 93.40 | 91.13 | 94.10 | 91.55 | 93.58 | 93.03 | 91.87 | 91.28 |
| 11 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.88 | 93.20 | 93.55 | 93.12 | 92.19 | 90.60 | 91.37 | 93.34 | 49.17 | 91.83 | 92.72 | 92.17 | 92.87 | 93.34 | 90.72 | 91.97 | 92.17 | 91.79 | 90.88 | 91.99 | 93.89 | 92.19 | 94.05 | 91.95 | 92.13 | 92.87 |
| 16 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.40 | 91.51 | 93.15 | 91.95 | 88.87 | 90.51 | 91.67 | 92.62 | 93.17 | 93.38 | 91.21 | 90.14 | 92.70 | 91.44 | 91.89 | 92.25 | 93.00 | 91.94 | 92.42 | 92.61 | 92.65 | 93.18 | 94.49 | 91.22 | 91.85 | 91.72 |
| 17 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.92 | 93.86 | 93.79 | 93.08 | 93.17 | 90.86 | 92.19 | 92.34 | 92.68 | 92.86 | 92.01 | 93.74 | 93.21 | 92.89 | 93.36 | 94.41 | 92.83 | 92.91 | 92.67 | 91.44 | 92.52 | 94.86 | 93.74 | 93.93 | 92.75 | 93.80 |
| 18 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.24 | 93.41 | 92.07 | 91.15 | 91.97 | 89.72 | 92.95 | 91.74 | 92.34 | 89.52 | 92.07 | 93.78 | 92.45 | 93.16 | 91.92 | 92.51 | 94.42 | 92.96 | 91.85 | 92.74 | 92.44 | 92.97 | 91.65 | 92.93 | 92.41 | 92.43 |
| 19 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.56 | 90.23 | 93.47 | 92.10 | 92.92 | 91.25 | 92.75 | 92.68 | 93.17 | 89.95 | 91.95 | 95.01 | 91.60 | 91.65 | 90.39 | 92.78 | 92.10 | 93.62 | 93.38 | 92.05 | 92.50 | 93.77 | 93.93 | 92.07 | 91.91 | 92.74 |
| 24 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.60 | 92.41 | 87.92 | 91.72 | 91.78 | 91.99 | 91.65 | 93.10 | 91.20 | 92.13 | 93.15 | 91.87 | 91.15 | 94.03 | 92.43 | 91.29 | 92.29 | 92.55 | 93.34 | 91.44 | 90.90 | 95.04 | 94.41 | 92.97 | 93.80 | 94.49 |
| 25 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.67 | 92.41 | 92.28 | 91.44 | 91.09 | 92.06 | 92.89 | 92.73 | 92.25 | 92.75 | 93.13 | 92.24 | 94.87 | 92.11 | 93.09 | 91.73 | 94.79 | 93.89 | 92.34 | 92.34 | 93.29 | 93.16 | 93.67 | 92.96 | 93.39 | 93.47 |
| 26 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.88 | 89.82 | 93.06 | 90.32 | 92.66 | 91.53 | 94.83 | 92.02 | 93.50 | 91.37 | 92.10 | 90.53 | 92.53 | 92.86 | 93.35 | 91.14 | 92.43 | 91.73 | 92.84 | 90.86 | 91.28 | 92.38 | 92.36 | 93.81 | 92.07 | 91.41 |
| 27 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.22 | 92.24 | 92.57 | 91.48 | 92.36 | 91.83 | 92.94 | 93.19 | 91.42 | 93.03 | 93.54 | 92.66 | 75.29 | 91.19 | 91.13 | 92.89 | 92.92 | 91.61 | 92.99 | 92.15 | 93.94 | 91.45 | 93.21 | 92.46 | 91.20 | 90.30 |
| 32 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.59 | 83.38 | 88.71 | 82.55 | 84.72 | 89.84 | 89.43 | 90.60 | 89.95 | 88.48 | 90.73 | 89.33 | 90.54 | 88.07 | 89.83 | 83.53 | 84.92 | 75.69 | 92.19 | 91.29 | 86.32 | 90.56 | 87.35 | 86.50 | 86.72 | 89.28 |
| 33 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.09 | 90.26 | 89.24 | 88.97 | 90.17 | 90.79 | 93.51 | 93.70 | 91.45 | 92.53 | 91.64 | 90.67 | 92.21 | 92.27 | 92.74 | 91.06 | 91.41 | 90.73 | 92.18 | 92.42 | 92.14 | 93.61 | 92.23 | 90.87 | 49.17 | 91.48 |
| 34 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.18 | 89.74 | 91.09 | 89.87 | 92.39 | 92.38 | 90.15 | 91.52 | 91.69 | 91.43 | 93.73 | 92.45 | 92.42 | 92.75 | 91.05 | 92.59 | 92.85 | 91.52 | 93.67 | 93.65 | 92.07 | 90.74 | 92.51 | 89.52 | 88.30 | 92.75 |
| 35 | 372 | 32 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.72 | 90.98 | 90.81 | 88.87 | 91.45 | 92.38 | 92.24 | 91.94 | 91.95 | 90.75 | 93.66 | 91.92 | 92.96 | 91.95 | 91.06 | 91.20 | 90.84 | 89.80 | 90.83 | 92.22 | 90.61 | 91.96 | 89.90 | 92.43 | 92.00 | 91.51 |
| 40 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.65 | 92.59 | 93.85 | 92.10 | 92.25 | 92.12 | 91.82 | 91.67 | 92.24 | 93.12 | 91.05 | 92.08 | 92.38 | 92.16 | 91.71 | 93.88 | 93.07 | 92.51 | 91.31 | 92.80 | 94.42 | 91.26 | 93.59 | 92.45 | 93.16 | 93.04 |
| 41 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.92 | 94.69 | 94.21 | 93.08 | 90.32 | 91.47 | 92.23 | 93.60 | 92.37 | 92.77 | 91.64 | 91.75 | 93.54 | 93.19 | 94.74 | 93.85 | 92.70 | 93.49 | 92.62 | 91.04 | 93.59 | 92.90 | 92.26 | 92.72 | 92.89 | 91.39 |
| 42 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.27 | 92.34 | 93.12 | 92.60 | 94.02 | 91.53 | 91.90 | 92.93 | 94.04 | 92.14 | 92.31 | 91.24 | 93.04 | 91.64 | 92.26 | 93.95 | 90.68 | 91.48 | 92.95 | 92.87 | 94.22 | 92.58 | 93.67 | 93.92 | 92.60 | 91.48 |
| 43 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.23 | 93.37 | 94.18 | 92.71 | 92.84 | 92.20 | 93.92 | 93.19 | 91.88 | 93.48 | 92.34 | 92.27 | 93.61 | 94.11 | 91.89 | 92.95 | 92.36 | 91.74 | 90.51 | 92.81 | 94.90 | 94.90 | 93.70 | 91.31 | 93.51 | 93.07 |
| 48 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.51 | 91.86 | 94.03 | 92.25 | 92.14 | 91.82 | 93.58 | 93.85 | 92.64 | 92.59 | 91.36 | 92.71 | 91.66 | 93.56 | 90.97 | 93.29 | 93.96 | 93.32 | 92.40 | 92.53 | 93.12 | 91.64 | 92.82 | 92.62 | 93.18 | 93.11 |
| 49 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.98 | 91.20 | 92.94 | 93.17 | 94.34 | 91.72 | 91.70 | 91.47 | 91.87 | 92.91 | 92.62 | 92.57 | 92.56 | 93.07 | 92.48 | 92.78 | 92.68 | 93.27 | 94.09 | 93.42 | 92.96 | 92.50 | 93.40 | 92.89 | 93.13 | 93.15 |
| 50 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.71 | 91.63 | 92.31 | 94.89 | 92.21 | 91.08 | 91.95 | 92.68 | 92.52 | 92.85 | 93.52 | 90.80 | 93.10 | 93.13 | 91.52 | 93.32 | 95.14 | 92.62 | 91.61 | 92.78 | 94.37 | 93.15 | 94.78 | 92.72 | 92.48 | 92.71 |
| 51 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.46 | 91.92 | 94.03 | 94.06 | 91.49 | 92.89 | 93.71 | 92.93 | 92.95 | 92.31 | 92.63 | 92.65 | 93.10 | 93.76 | 93.14 | 91.60 | 91.82 | 90.29 | 93.59 | 91.90 | 91.24 | 91.82 | 94.08 | 93.50 | 91.92 | 92.26 |
| 56 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.83 | 93.53 | 93.47 | 92.63 | 94.92 | 91.67 | 89.37 | 92.05 | 95.52 | 92.41 | 92.11 | 92.02 | 92.57 | 92.83 | 90.89 | 92.44 | 93.75 | 91.17 | 93.34 | 92.36 | 91.90 | 93.65 | 92.71 | 92.27 | 92.03 | 93.14 |
| 57 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.59 | 91.66 | 94.64 | 93.30 | 92.15 | 91.58 | 93.15 | 94.67 | 91.74 | 91.77 | 92.10 | 93.18 | 92.92 | 92.16 | 93.63 | 93.49 | 92.64 | 93.19 | 93.44 | 93.48 | 91.81 | 93.54 | 93.14 | 92.23 | 93.47 | 94.46 |
| 58 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.25 | 91.32 | 93.47 | 90.93 | 92.38 | 90.78 | 90.53 | 92.75 | 93.45 | 92.62 | 93.73 | 92.20 | 92.59 | 91.99 | 92.36 | 92.70 | 92.43 | 92.21 | 92.20 | 91.21 | 94.03 | 92.86 | 93.63 | 92.84 | 92.73 | 92.73 |
| 59 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.27 | 93.50 | 94.89 | 91.49 | 92.41 | 92.87 | 93.09 | 93.82 | 92.68 | 92.92 | 91.37 | 92.67 | 92.26 | 93.16 | 94.03 | 95.01 | 92.16 | 93.52 | 93.16 | 93.61 | 93.44 | 93.16 | 93.85 | 93.21 | 93.12 | 90.42 |
| 64 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 81.97 | 87.93 | 78.23 | 72.72 | 76.41 | 84.15 | 91.96 | 80.86 | 78.82 | 86.13 | 88.74 | 81.75 | 83.26 | 71.81 | 75.58 | 89.53 | 76.55 | 78.15 | 79.79 | 86.67 | 80.88 | 84.18 | 84.18 | 75.41 | 76.23 | 75.72 |
| 65 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.56 | 90.92 | 86.09 | 81.56 | 88.97 | 80.40 | 89.95 | 83.09 | 80.40 | 90.33 | 78.95 | 83.30 | 89.56 | 89.34 | 73.89 | 91.34 | 88.95 | 88.75 | 79.57 | 87.96 | 86.57 | 84.03 | 79.06 | 84.47 | 82.38 | 78.53 |
| 66 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.48 | 49.17 | 85.50 | 82.96 | 79.40 | 81.30 | 93.09 | 84.26 | 89.35 | 85.72 | 84.70 | 92.15 | 91.71 | 90.46 | 87.73 | 87.21 | 83.54 | 90.15 | 82.12 | 82.60 | 89.78 | 84.70 | 88.35 | 77.75 | 88.21 | 86.16 |
| 67 | 372 | 32 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.43 | 77.90 | 92.25 | 49.17 | 89.88 | 81.06 | 87.51 | 91.17 | 79.84 | 89.37 | 78.29 | 91.51 | 89.37 | 87.17 | 89.96 | 87.57 | 87.14 | 82.68 | 89.09 | 84.62 | 85.50 | 72.60 | 88.23 | 82.50 | 85.41 | 76.20 |
| 72 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 94.37 | 93.68 | 92.99 | 89.13 | 93.09 | 91.75 | 93.14 | 92.60 | 91.81 | 93.95 | 92.43 | 92.80 | 91.70 | 92.61 | 92.12 | 94.22 | 92.57 | 90.54 | 94.11 | 92.67 | 89.14 | 91.59 | 93.01 | 94.05 | 93.46 | 89.08 |
| 73 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.59 | 91.98 | 93.52 | 91.09 | 94.77 | 91.50 | 92.72 | 93.33 | 91.34 | 94.25 | 92.74 | 91.01 | 92.03 | 92.69 | 92.88 | 92.48 | 93.31 | 91.38 | 92.53 | 92.55 | 93.24 | 94.28 | 92.31 | 93.59 | 94.99 | 90.88 |
| 74 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.08 | 92.39 | 91.73 | 91.36 | 93.65 | 93.00 | 88.70 | 91.74 | 92.29 | 92.16 | 92.85 | 91.25 | 92.34 | 93.19 | 90.66 | 92.99 | 93.54 | 92.53 | 93.06 | 93.53 | 93.43 | 93.96 | 93.74 | 92.97 | 93.57 | 92.76 |
| 75 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.55 | 90.67 | 92.69 | 90.18 | 91.14 | 91.26 | 91.97 | 92.23 | 93.94 | 94.16 | 93.28 | 91.29 | 93.50 | 92.22 | 91.98 | 91.97 | 91.25 | 94.03 | 92.39 | 91.55 | 93.15 | 94.14 | 93.44 | 93.52 | 93.47 | 92.48 |
| 80 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.71 | 90.97 | 93.47 | 91.48 | 93.05 | 91.88 | 91.78 | 91.64 | 90.82 | 92.46 | 92.25 | 92.00 | 92.03 | 93.23 | 90.22 | 92.37 | 92.15 | 91.95 | 91.99 | 91.70 | 93.20 | 94.14 | 91.97 | 93.37 | 92.60 | 92.58 |
| 81 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.39 | 92.24 | 93.02 | 91.35 | 91.09 | 90.03 | 92.82 | 94.18 | 91.71 | 90.96 | 92.96 | 92.10 | 93.61 | 92.67 | 91.58 | 92.63 | 91.17 | 95.24 | 92.71 | 92.64 | 92.58 | 92.91 | 94.77 | 92.06 | 94.34 | 94.46 |
| 82 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.80 | 91.93 | 92.02 | 90.97 | 92.09 | 91.71 | 93.58 | 92.55 | 91.92 | 93.09 | 91.95 | 93.18 | 91.19 | 92.05 | 90.66 | 93.50 | 92.29 | 92.00 | 92.15 | 93.99 | 91.25 | 91.96 | 93.70 | 91.59 | 93.70 | 92.48 |
| 83 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.56 | 92.21 | 93.01 | 92.40 | 91.36 | 92.39 | 92.98 | 93.09 | 93.35 | 91.56 | 91.70 | 92.32 | 93.14 | 91.30 | 92.88 | 93.05 | 93.74 | 91.81 | 92.90 | 92.14 | 93.47 | 94.05 | 93.26 | 92.85 | 93.74 | 91.26 |
| 88 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.66 | 91.89 | 93.67 | 91.27 | 92.03 | 92.60 | 93.47 | 92.31 | 94.01 | 92.15 | 92.00 | 92.33 | 91.16 | 93.27 | 92.30 | 92.42 | 94.71 | 93.03 | 91.59 | 93.01 | 92.50 | 93.78 | 93.73 | 93.72 | 89.32 | 92.81 |
| 89 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.65 | 91.10 | 94.06 | 93.94 | 91.89 | 91.79 | 91.65 | 91.93 | 94.42 | 91.55 | 92.82 | 91.89 | 92.18 | 91.89 | 93.62 | 94.01 | 91.84 | 92.38 | 93.25 | 93.26 | 94.26 | 77.24 | 94.67 | 93.03 | 94.48 | 91.18 |
| 90 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.53 | 92.12 | 92.54 | 91.62 | 90.34 | 88.79 | 92.55 | 92.39 | 93.03 | 92.82 | 89.92 | 91.12 | 92.45 | 91.78 | 92.04 | 91.61 | 88.92 | 92.22 | 92.50 | 92.09 | 92.90 | 92.88 | 92.87 | 92.22 | 91.16 | 92.33 |
| 91 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.55 | 93.81 | 92.65 | 91.35 | 93.61 | 92.62 | 93.05 | 90.64 | 92.09 | 92.64 | 92.68 | 92.73 | 92.37 | 93.08 | 93.17 | 93.59 | 92.78 | 92.39 | 92.75 | 93.20 | 93.59 | 92.43 | 94.10 | 94.25 | 93.54 | 93.20 |
| 96 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.98 | 90.07 | 80.74 | 86.26 | 86.23 | 90.51 | 89.30 | 87.46 | 91.38 | 91.64 | 90.13 | 90.29 | 90.09 | 88.70 | 87.56 | 86.70 | 87.49 | 82.41 | 93.79 | 91.20 | 87.96 | 90.15 | 89.01 | 79.89 | 89.03 | 86.75 |
| 97 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.53 | 88.51 | 90.31 | 91.52 | 91.99 | 90.79 | 93.17 | 91.12 | 89.53 | 90.85 | 92.71 | 93.58 | 92.73 | 92.69 | 91.47 | 92.39 | 91.99 | 90.76 | 91.77 | 90.64 | 92.36 | 92.28 | 92.77 | 91.93 | 91.72 | 91.81 |
| 98 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.39 | 93.37 | 90.71 | 92.36 | 93.50 | 92.00 | 90.81 | 93.28 | 92.47 | 91.85 | 92.75 | 92.70 | 92.85 | 93.62 | 92.74 | 90.24 | 92.58 | 91.62 | 92.12 | 91.95 | 93.19 | 90.71 | 93.79 | 92.76 | 92.18 | 92.72 |
| 99 | 372 | 32 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.35 | 93.85 | 93.47 | 89.41 | 90.66 | 93.34 | 91.48 | 92.83 | 92.59 | 90.12 | 92.35 | 93.21 | 93.09 | 91.98 | 90.97 | 92.05 | 93.02 | 91.81 | 92.27 | 92.77 | 92.26 | 90.50 | 93.03 | 92.64 | 91.94 | 94.41 |
| 104 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.60 | 91.73 | 91.44 | 91.04 | 89.92 | 92.09 | 91.74 | 92.85 | 91.00 | 92.88 | 91.61 | 90.45 | 90.79 | 91.40 | 91.44 | 91.90 | 91.71 | 91.88 | 92.36 | 88.65 | 94.13 | 92.81 | 93.14 | 93.14 | 93.07 | 90.86 |
| 105 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.58 | 90.05 | 91.00 | 93.43 | 92.63 | 92.43 | 93.20 | 91.50 | 92.21 | 91.26 | 92.12 | 91.43 | 89.41 | 91.18 | 91.49 | 90.90 | 91.66 | 91.74 | 89.93 | 92.73 | 93.71 | 93.11 | 93.56 | 92.20 | 92.27 | 92.86 |
| 106 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.01 | 94.52 | 92.23 | 92.30 | 93.42 | 91.47 | 91.59 | 92.23 | 92.13 | 89.57 | 91.82 | 92.36 | 92.36 | 92.37 | 93.43 | 92.57 | 92.67 | 92.90 | 91.41 | 91.75 | 94.13 | 93.88 | 92.03 | 91.21 | 93.19 | 91.72 |
| 107 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.32 | 92.55 | 93.19 | 95.03 | 93.80 | 91.63 | 92.83 | 91.18 | 93.81 | 91.41 | 93.00 | 93.16 | 92.24 | 91.79 | 91.69 | 93.42 | 94.34 | 94.03 | 92.41 | 92.04 | 94.47 | 93.21 | 93.05 | 92.13 | 92.26 | 93.66 |
| 112 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.87 | 92.05 | 92.58 | 92.61 | 92.31 | 91.01 | 91.96 | 91.51 | 95.04 | 91.96 | 91.39 | 92.05 | 91.93 | 92.91 | 91.57 | 91.62 | 94.48 | 93.15 | 91.21 | 91.93 | 93.68 | 94.45 | 91.54 | 73.84 | 92.10 | 92.79 |
| 113 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.38 | 92.25 | 93.63 | 93.05 | 92.97 | 91.26 | 91.72 | 93.85 | 93.15 | 92.28 | 92.85 | 91.91 | 92.29 | 92.80 | 93.84 | 92.88 | 93.22 | 92.37 | 92.87 | 93.25 | 93.07 | 92.66 | 93.70 | 91.63 | 94.40 | 93.37 |
| 114 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.89 | 93.30 | 93.94 | 91.91 | 93.26 | 91.33 | 94.40 | 90.82 | 93.26 | 92.80 | 91.10 | 91.57 | 92.14 | 90.00 | 91.70 | 92.58 | 91.31 | 92.65 | 93.06 | 91.13 | 93.00 | 93.19 | 91.89 | 92.61 | 93.09 | 92.40 |
| 115 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.93 | 93.55 | 93.43 | 91.90 | 95.16 | 91.54 | 92.50 | 93.98 | 92.57 | 93.20 | 92.88 | 92.95 | 94.09 | 90.84 | 91.40 | 92.17 | 93.44 | 92.00 | 92.59 | 91.83 | 94.37 | 94.47 | 92.94 | 92.74 | 93.88 | 94.49 |
| 120 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.47 | 91.57 | 92.10 | 91.73 | 91.87 | 89.96 | 90.73 | 92.64 | 93.23 | 93.08 | 92.60 | 92.48 | 91.80 | 93.10 | 92.52 | 93.28 | 94.85 | 93.34 | 93.79 | 93.38 | 94.22 | 92.41 | 90.01 | 89.77 | 92.76 | 92.61 |
| 121 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.82 | 92.08 | 93.19 | 91.79 | 93.35 | 91.38 | 92.76 | 91.37 | 91.97 | 94.03 | 92.80 | 92.59 | 92.22 | 90.97 | 93.19 | 93.32 | 92.88 | 91.11 | 91.83 | 93.09 | 93.60 | 92.35 | 92.56 | 94.37 | 91.63 | 91.89 |
| 122 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.37 | 92.21 | 92.16 | 92.16 | 91.93 | 93.03 | 92.48 | 92.94 | 93.66 | 92.67 | 92.85 | 91.81 | 92.45 | 92.93 | 91.10 | 93.33 | 92.43 | 92.28 | 93.03 | 91.90 | 92.85 | 93.98 | 93.20 | 93.18 | 94.56 | 91.61 |
| 123 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.17 | 92.61 | 94.92 | 91.51 | 93.61 | 92.33 | 93.40 | 90.35 | 93.32 | 92.51 | 91.91 | 91.84 | 92.36 | 93.86 | 91.91 | 93.98 | 94.71 | 92.10 | 94.07 | 92.84 | 93.01 | 93.08 | 92.80 | 92.09 | 91.58 | 93.03 |
| 128 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.43 | 91.36 | 87.24 | 83.64 | 84.31 | 86.31 | 92.30 | 91.03 | 89.66 | 89.87 | 93.22 | 89.91 | 88.78 | 92.78 | 83.74 | 89.34 | 86.32 | 88.62 | 94.32 | 90.82 | 92.40 | 89.85 | 88.11 | 84.91 | 81.75 | 83.27 |
| 129 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.90 | 90.53 | 91.53 | 88.11 | 92.31 | 91.13 | 92.22 | 89.05 | 90.85 | 93.76 | 91.18 | 92.41 | 92.17 | 91.87 | 91.24 | 92.66 | 92.39 | 91.63 | 93.51 | 90.30 | 91.82 | 91.20 | 90.87 | 93.10 | 89.77 | 92.99 |
| 130 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.66 | 91.89 | 86.75 | 92.34 | 89.15 | 93.61 | 92.80 | 91.51 | 91.33 | 91.09 | 93.44 | 90.68 | 91.37 | 90.11 | 93.64 | 91.20 | 93.04 | 89.57 | 92.71 | 93.39 | 93.13 | 91.12 | 92.88 | 90.71 | 89.11 | 91.91 |
| 131 | 372 | 32 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.40 | 93.64 | 92.20 | 93.12 | 90.69 | 91.84 | 91.59 | 93.86 | 91.55 | 94.08 | 92.45 | 92.27 | 92.53 | 93.86 | 89.71 | 91.65 | 91.20 | 94.02 | 93.88 | 91.81 | 91.94 | 91.37 | 94.43 | 91.80 | 91.20 | 92.20 |
| 136 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.02 | 92.81 | 90.03 | 91.81 | 94.13 | 91.05 | 91.27 | 93.08 | 91.02 | 93.60 | 92.39 | 92.47 | 93.39 | 90.95 | 89.98 | 90.61 | 90.89 | 93.71 | 93.10 | 92.81 | 91.46 | 91.36 | 93.03 | 92.41 | 90.06 | 92.92 |
| 137 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.78 | 94.09 | 95.31 | 92.21 | 93.31 | 90.97 | 92.75 | 92.72 | 92.83 | 94.13 | 92.82 | 92.58 | 94.48 | 94.20 | 93.68 | 94.18 | 95.06 | 92.87 | 93.30 | 92.58 | 93.82 | 94.88 | 93.28 | 92.47 | 93.12 | 93.13 |
| 138 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.09 | 92.45 | 92.01 | 92.77 | 91.93 | 90.39 | 89.72 | 90.75 | 91.41 | 91.28 | 92.72 | 92.54 | 91.26 | 92.19 | 90.26 | 92.44 | 92.26 | 93.31 | 92.48 | 91.07 | 93.29 | 92.44 | 93.34 | 93.62 | 91.34 | 92.16 |
| 139 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.27 | 91.69 | 94.18 | 93.41 | 92.81 | 90.39 | 92.41 | 92.15 | 94.19 | 91.61 | 90.77 | 93.63 | 91.04 | 90.58 | 91.70 | 91.57 | 92.15 | 91.48 | 89.31 | 90.99 | 92.62 | 93.55 | 93.74 | 92.18 | 94.33 | 93.10 |
| 144 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.95 | 93.46 | 91.03 | 90.76 | 92.14 | 90.71 | 92.76 | 90.67 | 92.57 | 93.62 | 90.86 | 90.35 | 93.46 | 93.65 | 91.92 | 92.84 | 92.11 | 93.62 | 92.61 | 92.78 | 92.03 | 92.95 | 95.60 | 92.85 | 91.16 | 92.54 |
| 145 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.43 | 94.17 | 92.29 | 92.24 | 93.07 | 90.63 | 92.51 | 94.17 | 92.67 | 91.54 | 93.19 | 92.24 | 91.54 | 91.74 | 92.08 | 93.12 | 91.46 | 92.32 | 91.70 | 92.87 | 93.33 | 93.05 | 91.95 | 92.17 | 92.82 | 92.05 |
| 146 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.63 | 90.83 | 94.04 | 92.53 | 92.64 | 89.20 | 93.49 | 91.86 | 92.81 | 93.32 | 93.56 | 91.87 | 92.29 | 92.86 | 93.07 | 91.78 | 92.82 | 91.24 | 90.33 | 91.71 | 93.60 | 91.32 | 93.38 | 93.33 | 92.99 | 91.99 |
| 147 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.92 | 91.65 | 91.81 | 93.43 | 93.90 | 91.72 | 93.01 | 92.62 | 93.07 | 91.35 | 93.84 | 90.73 | 93.81 | 91.98 | 92.83 | 94.56 | 92.98 | 91.06 | 94.06 | 92.37 | 93.54 | 91.59 | 92.68 | 92.49 | 92.28 | 92.21 |
| 152 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.96 | 92.23 | 92.58 | 93.77 | 92.04 | 92.39 | 94.19 | 92.51 | 93.38 | 92.05 | 92.12 | 92.78 | 93.80 | 92.32 | 89.60 | 91.87 | 92.83 | 49.17 | 94.55 | 93.17 | 93.51 | 93.22 | 93.03 | 91.67 | 92.56 | 91.35 |
| 153 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.94 | 94.44 | 92.00 | 90.90 | 94.91 | 92.09 | 92.31 | 92.51 | 93.07 | 93.90 | 93.56 | 92.77 | 94.09 | 92.80 | 90.79 | 93.35 | 94.21 | 91.98 | 92.63 | 93.77 | 94.66 | 93.04 | 94.21 | 92.90 | 93.81 | 92.75 |
| 154 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.10 | 91.58 | 92.46 | 93.04 | 92.89 | 90.59 | 91.82 | 92.57 | 94.49 | 91.17 | 93.29 | 91.57 | 91.65 | 92.48 | 90.48 | 93.69 | 92.67 | 94.13 | 93.21 | 92.92 | 93.84 | 91.67 | 93.25 | 92.24 | 93.94 | 92.53 |
| 155 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.88 | 93.43 | 93.55 | 93.50 | 94.06 | 89.44 | 92.85 | 91.85 | 92.74 | 93.46 | 93.92 | 91.45 | 92.25 | 94.20 | 93.02 | 93.26 | 92.81 | 91.80 | 91.70 | 93.59 | 93.02 | 93.06 | 94.23 | 91.82 | 92.70 | 93.65 |
| 160 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 77.53 | 80.62 | 86.87 | 74.91 | 76.33 | 80.45 | 79.27 | 80.59 | 87.49 | 84.11 | 83.91 | 84.89 | 85.14 | 85.90 | 73.19 | 86.75 | 73.49 | 85.30 | 86.12 | 85.69 | 83.85 | 77.58 | 71.55 | 84.03 | 77.49 | 78.50 |
| 161 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.96 | 90.82 | 92.23 | 83.93 | 89.38 | 92.41 | 90.29 | 89.81 | 91.68 | 90.29 | 80.46 | 79.81 | 90.09 | 72.86 | 92.38 | 86.26 | 91.63 | 89.42 | 87.22 | 77.74 | 88.98 | 85.25 | 86.35 | 88.87 | 84.66 | 86.59 |
| 162 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.42 | 83.06 | 90.54 | 83.14 | 83.97 | 90.21 | 90.81 | 92.57 | 90.36 | 91.30 | 87.30 | 83.42 | 87.61 | 87.63 | 91.52 | 86.76 | 91.45 | 92.38 | 91.43 | 84.68 | 88.58 | 77.45 | 87.13 | 81.29 | 85.05 | 76.75 |
| 163 | 372 | 32 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.96 | 87.71 | 86.30 | 69.67 | 89.66 | 74.98 | 90.19 | 85.22 | 90.63 | 91.15 | 86.62 | 89.35 | 90.00 | 87.67 | 70.83 | 83.69 | 72.39 | 85.21 | 89.52 | 87.26 | 88.23 | 80.39 | 87.36 | 79.37 | 86.21 | 86.08 |
| 168 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.94 | 92.96 | 93.79 | 93.58 | 94.50 | 92.45 | 91.75 | 94.73 | 91.67 | 93.69 | 92.05 | 91.70 | 92.71 | 93.26 | 49.17 | 94.06 | 94.03 | 92.20 | 93.33 | 90.00 | 89.22 | 94.42 | 94.89 | 94.13 | 74.94 | 94.96 |
| 169 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.32 | 92.71 | 93.49 | 92.56 | 93.68 | 92.13 | 92.54 | 90.80 | 91.15 | 93.69 | 93.26 | 91.69 | 92.53 | 91.79 | 91.71 | 92.86 | 93.44 | 93.59 | 92.07 | 92.51 | 92.17 | 93.63 | 92.83 | 91.72 | 93.23 | 94.09 |
| 170 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.18 | 93.90 | 94.10 | 76.75 | 94.67 | 90.85 | 91.63 | 93.96 | 92.54 | 94.11 | 91.13 | 93.32 | 93.35 | 93.08 | 93.14 | 92.63 | 92.00 | 92.23 | 93.88 | 92.92 | 91.99 | 93.09 | 95.51 | 93.30 | 93.96 | 91.80 |
| 171 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.91 | 93.27 | 93.07 | 93.03 | 90.76 | 92.13 | 92.20 | 91.24 | 92.31 | 92.16 | 93.71 | 90.59 | 93.33 | 92.24 | 93.19 | 92.49 | 94.44 | 91.75 | 92.15 | 93.50 | 93.67 | 94.45 | 90.84 | 94.15 | 76.35 |
| 176 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.35 | 90.01 | 93.33 | 92.15 | 93.06 | 93.75 | 93.82 | 92.94 | 92.24 | 93.74 | 90.53 | 93.22 | 93.39 | 91.82 | 92.25 | 92.94 | 92.17 | 93.60 | 94.39 | 93.46 | 93.53 | 94.28 | 93.95 | 94.08 | 93.52 | 93.53 |
| 177 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.15 | 93.10 | 93.83 | 91.87 | 91.98 | 91.34 | 94.26 | 92.61 | 92.59 | 93.81 | 90.95 | 93.04 | 92.47 | 93.90 | 92.44 | 93.77 | 94.25 | 93.00 | 93.19 | 93.48 | 94.23 | 93.78 | 74.01 | 92.08 | 93.29 | 92.73 |
| 178 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.28 | 93.41 | 90.43 | 93.00 | 93.68 | 92.83 | 92.99 | 92.04 | 92.68 | 94.04 | 93.38 | 91.19 | 92.90 | 92.98 | 91.76 | 93.26 | 92.56 | 93.57 | 92.10 | 90.62 | 92.75 | 93.18 | 92.71 | 92.00 | 90.64 | 92.67 |
| 179 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.53 | 91.92 | 93.13 | 92.63 | 92.73 | 91.10 | 92.74 | 91.72 | 93.58 | 92.48 | 93.07 | 91.98 | 92.58 | 90.94 | 91.57 | 93.86 | 94.35 | 89.94 | 93.65 | 92.42 | 94.56 | 94.35 | 93.87 | 93.00 | 93.28 | 93.31 |
| 184 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.41 | 92.69 | 92.56 | 91.86 | 89.17 | 93.24 | 93.04 | 92.80 | 92.36 | 91.94 | 93.00 | 91.81 | 92.95 | 91.85 | 91.53 | 93.38 | 92.97 | 94.17 | 91.77 | 93.57 | 90.98 | 94.01 | 92.53 | 91.04 | 93.92 | 91.76 |
| 185 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.59 | 93.44 | 92.49 | 90.67 | 91.31 | 91.77 | 92.22 | 92.74 | 91.64 | 92.85 | 92.23 | 91.95 | 93.78 | 91.37 | 91.70 | 93.51 | 93.38 | 93.55 | 92.56 | 92.28 | 94.06 | 94.69 | 93.32 | 93.70 | 93.30 | 93.36 |
| 186 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.37 | 93.08 | 90.12 | 90.19 | 91.30 | 90.23 | 91.95 | 91.23 | 91.41 | 92.71 | 92.45 | 92.53 | 91.46 | 93.90 | 91.14 | 92.94 | 92.77 | 92.11 | 94.89 | 90.45 | 94.44 | 93.45 | 92.99 | 92.93 | 93.59 | 91.45 |
| 187 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.97 | 92.26 | 93.18 | 90.01 | 92.27 | 92.26 | 91.58 | 92.65 | 92.38 | 91.26 | 91.92 | 89.63 | 91.56 | 92.38 | 91.30 | 92.46 | 93.08 | 91.04 | 92.09 | 93.28 | 92.28 | 94.57 | 93.58 | 92.49 | 93.51 | 76.48 |
| 192 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.98 | 91.54 | 92.26 | 91.39 | 91.06 | 90.73 | 91.90 | 91.13 | 93.18 | 90.70 | 93.79 | 90.58 | 91.21 | 93.17 | 91.04 | 91.10 | 92.18 | 90.79 | 92.59 | 92.09 | 93.93 | 92.21 | 92.26 | 90.72 | 91.57 | 89.86 |
| 193 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.82 | 92.64 | 90.29 | 88.01 | 89.40 | 91.13 | 92.07 | 91.63 | 92.06 | 89.68 | 90.40 | 91.31 | 88.74 | 92.05 | 89.27 | 90.47 | 90.43 | 89.33 | 90.79 | 89.30 | 91.74 | 90.84 | 91.58 | 90.12 | 89.46 | 89.57 |
| 194 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.94 | 91.75 | 93.56 | 90.90 | 89.50 | 90.25 | 92.69 | 91.66 | 90.48 | 90.18 | 92.39 | 90.63 | 91.34 | 92.61 | 91.22 | 92.60 | 91.56 | 90.65 | 92.26 | 89.93 | 92.48 | 92.01 | 92.25 | 91.64 | 90.69 | 89.05 |
| 195 | 372 | 32 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.99 | 91.45 | 91.50 | 90.35 | 92.00 | 92.56 | 89.18 | 92.27 | 90.47 | 90.89 | 92.84 | 91.69 | 91.06 | 90.36 | 92.28 | 90.00 | 90.78 | 91.33 | 91.74 | 90.28 | 92.68 | 91.51 | 92.11 | 92.50 | 92.18 | 90.54 |
| 200 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.69 | 91.39 | 88.84 | 90.14 | 91.33 | 91.69 | 90.68 | 88.15 | 90.56 | 90.64 | 91.41 | 90.87 | 90.12 | 93.19 | 92.87 | 91.95 | 92.46 | 89.66 | 92.51 | 91.17 | 91.77 | 91.80 | 93.00 | 92.02 | 90.62 | 90.81 |
| 201 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.00 | 90.25 | 91.40 | 92.49 | 93.13 | 90.73 | 89.19 | 91.32 | 91.52 | 92.52 | 91.89 | 90.14 | 91.49 | 92.27 | 91.36 | 91.75 | 90.37 | 90.83 | 91.03 | 89.88 | 92.02 | 92.38 | 91.95 | 91.16 | 90.97 | 90.78 |
| 202 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.71 | 92.33 | 90.88 | 90.62 | 90.70 | 89.58 | 91.54 | 91.82 | 90.23 | 90.62 | 90.53 | 89.56 | 91.12 | 91.58 | 89.66 | 90.60 | 92.59 | 91.85 | 90.37 | 90.41 | 93.11 | 91.65 | 92.10 | 91.65 | 90.27 | 90.08 |
| 203 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.96 | 93.08 | 90.05 | 90.40 | 92.30 | 90.83 | 90.91 | 89.39 | 89.96 | 91.17 | 91.96 | 91.29 | 92.40 | 92.66 | 91.59 | 91.83 | 91.22 | 92.34 | 90.68 | 90.57 | 92.84 | 91.46 | 93.40 | 91.51 | 91.83 | 89.95 |
| 208 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.54 | 91.89 | 92.58 | 92.41 | 91.63 | 88.60 | 90.59 | 92.13 | 91.20 | 93.00 | 90.87 | 90.83 | 93.09 | 89.70 | 92.12 | 91.26 | 94.18 | 93.35 | 92.17 | 92.71 | 91.58 | 92.25 | 93.11 | 93.65 | 93.14 | 89.87 |
| 209 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 91.50 | 93.20 | 91.25 | 91.93 | 91.38 | 91.55 | 91.28 | 91.15 | 92.98 | 93.02 | 91.46 | 91.76 | 93.33 | 90.59 | 91.49 | 94.85 | 92.81 | 92.62 | 92.53 | 91.62 | 92.18 | 94.19 | 91.46 | 93.22 | 91.65 |
| 210 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.61 | 90.02 | 92.61 | 89.68 | 91.32 | 90.42 | 89.77 | 92.53 | 94.64 | 92.28 | 90.04 | 90.60 | 90.32 | 93.09 | 91.89 | 90.83 | 91.12 | 92.14 | 92.55 | 91.93 | 91.27 | 92.51 | 93.45 | 92.04 | 91.29 | 92.32 |
| 211 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.95 | 92.23 | 92.61 | 92.60 | 91.96 | 91.74 | 90.47 | 92.97 | 91.40 | 92.11 | 90.86 | 91.28 | 90.52 | 92.48 | 91.39 | 91.25 | 92.46 | 92.68 | 92.43 | 93.29 | 93.50 | 91.82 | 93.73 | 92.27 | 91.85 | 91.07 |
| 216 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.65 | 91.78 | 92.45 | 92.91 | 90.72 | 93.55 | 92.61 | 93.51 | 90.47 | 88.71 | 92.44 | 90.51 | 92.13 | 91.66 | 91.81 | 91.55 | 92.06 | 91.84 | 93.40 | 92.87 | 93.01 | 92.62 | 94.44 | 92.92 | 92.79 | 92.27 |
| 217 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.98 | 90.34 | 92.12 | 91.18 | 91.19 | 93.64 | 92.55 | 93.42 | 92.07 | 91.24 | 91.83 | 92.45 | 92.23 | 93.34 | 90.57 | 91.27 | 92.97 | 91.91 | 93.68 | 93.57 | 92.96 | 92.20 | 91.70 | 94.19 | 93.45 | 91.90 |
| 218 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.12 | 92.44 | 91.65 | 91.80 | 91.77 | 92.76 | 91.74 | 89.66 | 90.80 | 92.36 | 94.36 | 91.58 | 91.04 | 93.62 | 91.73 | 91.55 | 92.99 | 92.67 | 93.48 | 92.06 | 93.91 | 92.47 | 94.39 | 91.45 | 91.72 | 93.12 |
| 219 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.74 | 90.75 | 92.80 | 90.63 | 91.97 | 91.73 | 91.33 | 91.58 | 92.14 | 92.12 | 93.22 | 89.07 | 91.76 | 92.68 | 91.56 | 90.86 | 91.95 | 93.44 | 93.54 | 91.04 | 92.30 | 93.63 | 93.86 | 93.57 | 94.17 | 93.03 |
| 224 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.46 | 91.63 | 92.88 | 91.84 | 92.26 | 91.23 | 91.88 | 92.15 | 93.11 | 92.29 | 94.14 | 92.96 | 92.34 | 91.62 | 90.12 | 93.39 | 92.74 | 91.98 | 93.07 | 91.63 | 91.78 | 92.55 | 92.19 | 91.88 | 93.55 | 90.53 |
| 225 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.36 | 91.22 | 93.46 | 91.31 | 91.80 | 90.54 | 88.58 | 89.97 | 89.17 | 91.35 | 90.69 | 91.16 | 93.18 | 92.82 | 89.97 | 91.72 | 90.57 | 89.59 | 93.14 | 89.41 | 91.86 | 91.55 | 91.20 | 88.87 | 90.26 | 89.30 |
| 226 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.95 | 92.28 | 92.19 | 92.23 | 92.53 | 89.95 | 92.19 | 91.53 | 92.01 | 90.75 | 93.01 | 91.13 | 92.26 | 92.51 | 91.90 | 90.59 | 89.44 | 92.57 | 92.24 | 91.04 | 92.65 | 93.10 | 92.49 | 92.30 | 90.63 | 91.06 |
| 227 | 372 | 32 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.12 | 91.86 | 92.61 | 91.48 | 92.07 | 92.01 | 89.63 | 93.19 | 91.20 | 91.93 | 90.76 | 91.40 | 93.00 | 91.29 | 92.32 | 93.28 | 90.98 | 92.77 | 92.10 | 91.91 | 92.69 | 93.45 | 92.66 | 92.09 | 91.73 | 91.60 |
| 232 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.05 | 92.38 | 91.80 | 90.46 | 90.64 | 90.05 | 90.68 | 91.06 | 91.14 | 91.08 | 91.57 | 89.62 | 93.43 | 90.93 | 89.55 | 90.86 | 92.51 | 92.32 | 91.45 | 89.89 | 91.47 | 91.22 | 92.39 | 92.24 | 90.96 | 89.44 |
| 233 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.78 | 92.31 | 93.70 | 90.68 | 92.17 | 88.83 | 90.37 | 90.43 | 90.82 | 91.56 | 91.90 | 91.43 | 92.48 | 90.79 | 92.44 | 93.53 | 90.85 | 92.24 | 92.21 | 88.57 | 90.69 | 90.35 | 90.56 | 89.27 | 90.52 | 91.01 |
| 234 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.84 | 89.10 | 91.74 | 92.31 | 91.42 | 90.38 | 91.90 | 91.01 | 91.24 | 90.95 | 93.24 | 89.00 | 89.70 | 92.56 | 92.00 | 92.57 | 92.59 | 92.67 | 92.31 | 91.14 | 91.84 | 92.99 | 93.05 | 91.29 | 91.24 | 91.00 |
| 235 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.93 | 90.82 | 92.64 | 91.68 | 93.28 | 88.11 | 88.93 | 91.58 | 91.49 | 92.27 | 92.41 | 89.61 | 89.28 | 92.44 | 91.50 | 92.63 | 92.32 | 90.45 | 92.96 | 90.93 | 90.84 | 93.38 | 91.36 | 92.23 | 90.77 | 89.04 |
| 240 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.08 | 91.32 | 91.76 | 90.41 | 94.52 | 91.86 | 91.16 | 91.45 | 93.21 | 92.58 | 91.31 | 90.07 | 92.09 | 91.96 | 90.24 | 92.45 | 91.93 | 94.01 | 92.63 | 92.95 | 94.36 | 92.59 | 93.69 | 91.58 | 91.59 | 90.34 |
| 241 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.23 | 91.08 | 92.68 | 90.61 | 91.19 | 91.62 | 90.89 | 90.17 | 90.52 | 94.57 | 92.35 | 92.20 | 94.04 | 91.87 | 90.38 | 91.70 | 92.32 | 90.13 | 91.68 | 92.85 | 91.57 | 90.83 | 92.93 | 91.17 | 92.04 | 91.58 |
| 242 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.40 | 91.97 | 93.05 | 90.07 | 91.89 | 91.72 | 90.37 | 89.82 | 90.07 | 92.20 | 92.47 | 90.83 | 93.21 | 92.21 | 89.55 | 91.79 | 92.14 | 92.22 | 93.75 | 91.23 | 93.13 | 91.09 | 92.54 | 91.16 | 89.44 | 92.28 |
| 243 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.42 | 90.54 | 92.27 | 91.78 | 89.76 | 89.12 | 91.65 | 87.69 | 91.45 | 90.05 | 91.39 | 90.67 | 93.08 | 93.67 | 90.95 | 90.39 | 91.00 | 93.09 | 92.28 | 92.20 | 92.94 | 90.91 | 92.60 | 91.18 | 91.34 | 89.51 |
| 248 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.15 | 93.18 | 92.22 | 91.73 | 94.41 | 91.24 | 93.98 | 91.06 | 93.23 | 94.23 | 90.73 | 92.93 | 92.31 | 92.40 | 92.85 | 92.64 | 92.94 | 93.63 | 92.73 | 92.54 | 92.48 | 91.77 | 93.86 | 92.01 | 92.07 | 91.50 |
| 249 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.00 | 93.34 | 91.77 | 92.65 | 92.90 | 90.50 | 91.27 | 91.00 | 93.19 | 93.20 | 92.62 | 92.28 | 92.58 | 92.39 | 92.69 | 92.82 | 92.71 | 93.15 | 91.20 | 92.04 | 92.57 | 91.59 | 93.93 | 92.83 | 93.35 | 93.04 |
| 250 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.19 | 94.03 | 93.20 | 91.77 | 93.22 | 91.45 | 91.87 | 92.46 | 91.79 | 93.96 | 92.20 | 92.06 | 93.49 | 91.93 | 92.63 | 91.98 | 91.50 | 91.77 | 92.67 | 90.52 | 91.87 | 92.52 | 94.10 | 93.31 | 91.87 | 91.67 |
| 251 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.16 | 91.94 | 92.47 | 93.56 | 92.72 | 90.66 | 91.14 | 88.78 | 92.19 | 92.89 | 92.81 | 92.04 | 92.82 | 89.77 | 91.06 | 92.01 | 91.84 | 94.06 | 92.66 | 90.49 | 93.79 | 92.53 | 93.75 | 93.27 | 90.96 | 91.44 |
| 256 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.28 | 80.07 | 79.66 | 85.95 | 82.31 | 90.66 | 88.96 | 80.61 | 79.64 | 90.67 | 93.07 | 90.32 | 91.10 | 81.79 | 90.27 | 89.41 | 92.29 | 87.87 | 83.20 | 92.17 | 77.26 | 91.07 | 76.62 | 77.97 | 72.71 | 89.91 |
| 257 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.65 | 93.08 | 92.33 | 89.30 | 91.10 | 90.86 | 84.23 | 89.80 | 90.85 | 91.63 | 80.35 | 91.49 | 92.28 | 82.99 | 90.68 | 79.18 | 80.21 | 91.18 | 92.21 | 91.55 | 90.05 | 89.01 | 90.11 | 91.73 | 90.73 | 77.47 |
| 258 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 78.59 | 90.89 | 77.82 | 92.86 | 91.86 | 91.73 | 89.43 | 90.03 | 90.35 | 89.55 | 91.97 | 89.41 | 89.37 | 89.67 | 91.16 | 78.11 | 92.00 | 93.36 | 84.95 | 82.41 | 77.77 | 81.83 | 88.33 | 91.19 | 91.07 | 88.75 |
| 259 | 372 | 32 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.55 | 93.06 | 74.37 | 82.14 | 92.35 | 90.08 | 80.86 | 79.52 | 79.42 | 90.78 | 89.50 | 93.25 | 91.69 | 91.27 | 90.72 | 90.29 | 83.40 | 89.29 | 82.87 | 83.22 | 91.56 | 91.66 | 75.65 | 91.72 | 88.58 | 89.14 |
| 264 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.95 | 91.38 | 92.30 | 92.65 | 91.89 | 90.93 | 91.64 | 91.10 | 89.13 | 91.24 | 92.84 | 91.00 | 91.18 | 91.36 | 89.84 | 90.84 | 93.10 | 90.88 | 93.08 | 90.27 | 92.42 | 93.27 | 92.28 | 92.56 | 90.21 | 90.54 |
| 265 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.84 | 91.26 | 91.60 | 90.83 | 91.44 | 90.07 | 91.57 | 91.73 | 91.31 | 91.46 | 91.14 | 90.75 | 90.32 | 91.64 | 90.44 | 92.94 | 92.99 | 91.95 | 90.80 | 89.36 | 92.10 | 93.18 | 92.00 | 90.25 | 90.78 | 92.43 |
| 266 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.69 | 92.29 | 91.89 | 91.87 | 92.01 | 91.70 | 91.75 | 90.40 | 91.79 | 91.42 | 91.21 | 90.18 | 91.11 | 91.85 | 91.26 | 91.36 | 90.17 | 91.96 | 91.32 | 88.30 | 90.39 | 92.30 | 92.73 | 91.02 | 91.70 | 91.00 |
| 267 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.42 | 91.09 | 92.79 | 90.57 | 90.91 | 89.20 | 91.19 | 92.34 | 91.02 | 89.61 | 92.15 | 91.31 | 92.69 | 90.80 | 92.00 | 90.51 | 89.94 | 93.18 | 91.18 | 89.46 | 91.75 | 90.49 | 92.49 | 91.67 | 91.61 | 91.45 |
| 272 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.37 | 92.56 | 93.16 | 90.23 | 89.45 | 93.21 | 93.38 | 91.18 | 92.71 | 90.56 | 92.40 | 92.99 | 90.60 | 92.53 | 92.70 | 92.86 | 92.57 | 92.76 | 92.81 | 91.86 | 92.80 | 91.46 | 92.70 | 91.41 | 93.57 | 90.88 |
| 273 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.65 | 92.39 | 94.16 | 90.48 | 91.70 | 90.31 | 91.26 | 89.77 | 93.37 | 91.58 | 91.68 | 90.28 | 92.51 | 91.71 | 92.72 | 91.32 | 91.63 | 91.90 | 92.44 | 90.53 | 92.96 | 92.68 | 92.49 | 94.27 | 91.56 | 92.26 |
| 274 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.28 | 92.52 | 91.94 | 90.93 | 91.13 | 92.33 | 93.23 | 90.99 | 91.60 | 91.39 | 93.34 | 90.67 | 91.62 | 93.84 | 91.40 | 92.99 | 93.15 | 90.73 | 93.34 | 92.54 | 91.43 | 91.70 | 92.58 | 91.90 | 91.80 | 90.92 |
| 275 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.12 | 88.86 | 92.00 | 89.93 | 91.92 | 90.71 | 91.62 | 91.01 | 91.31 | 91.85 | 90.93 | 90.08 | 91.96 | 91.45 | 92.71 | 90.50 | 91.20 | 92.70 | 93.86 | 94.15 | 91.77 | 92.96 | 93.19 | 92.02 | 92.97 | 91.65 |
| 280 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 94.16 | 93.20 | 93.56 | 92.36 | 93.01 | 88.53 | 90.94 | 91.68 | 92.41 | 90.43 | 93.54 | 90.49 | 75.57 | 90.73 | 91.75 | 92.65 | 90.20 | 91.76 | 93.85 | 90.32 | 94.65 | 91.29 | 94.09 | 93.31 | 92.70 | 91.99 |
| 281 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.57 | 92.06 | 94.35 | 91.65 | 93.11 | 90.49 | 92.79 | 92.47 | 92.71 | 92.33 | 90.70 | 90.04 | 92.21 | 92.45 | 93.13 | 92.02 | 91.51 | 93.44 | 90.13 | 91.86 | 90.56 | 93.10 | 91.70 | 93.37 | 91.59 | 78.17 |
| 282 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.09 | 92.78 | 94.38 | 93.21 | 95.00 | 93.07 | 91.99 | 89.80 | 91.60 | 92.14 | 93.00 | 92.88 | 91.90 | 92.64 | 91.35 | 92.19 | 92.22 | 93.14 | 91.44 | 93.18 | 93.08 | 92.51 | 93.81 | 92.13 | 92.05 | 91.00 |
| 283 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.72 | 92.97 | 93.29 | 91.88 | 91.68 | 90.68 | 92.93 | 90.18 | 93.91 | 93.15 | 90.59 | 90.53 | 89.26 | 94.20 | 93.05 | 91.30 | 92.35 | 90.03 | 92.88 | 92.47 | 75.94 | 94.57 | 93.85 | 91.33 | 76.67 | 92.38 |
| 288 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.40 | 90.81 | 93.25 | 89.70 | 91.71 | 90.68 | 92.10 | 90.87 | 90.17 | 92.19 | 90.78 | 90.07 | 91.20 | 90.24 | 90.38 | 91.39 | 92.70 | 91.96 | 91.71 | 90.33 | 92.27 | 90.80 | 91.45 | 91.00 | 91.65 | 89.37 |
| 289 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.39 | 91.49 | 91.55 | 91.11 | 92.61 | 91.13 | 92.06 | 92.95 | 91.60 | 91.94 | 91.74 | 90.40 | 90.02 | 92.28 | 91.19 | 91.74 | 90.70 | 93.19 | 90.85 | 92.59 | 93.37 | 91.82 | 93.51 | 90.93 | 92.04 | 91.35 |
| 290 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.39 | 90.69 | 91.19 | 90.29 | 89.85 | 91.32 | 92.39 | 90.07 | 90.14 | 91.31 | 89.80 | 90.65 | 91.57 | 90.69 | 90.75 | 88.60 | 91.48 | 89.79 | 91.32 | 90.85 | 91.70 | 91.29 | 90.38 | 90.89 | 91.67 | 89.58 |
| 291 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.85 | 91.44 | 91.16 | 91.17 | 91.09 | 89.91 | 91.51 | 90.62 | 92.58 | 90.12 | 90.77 | 90.84 | 88.95 | 91.36 | 91.01 | 90.98 | 91.08 | 91.55 | 91.15 | 92.07 | 92.35 | 92.64 | 93.04 | 90.41 | 91.57 | 92.25 |
| 296 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.94 | 90.03 | 91.17 | 90.76 | 92.18 | 89.76 | 91.09 | 89.91 | 92.35 | 92.15 | 92.23 | 91.93 | 90.43 | 93.57 | 89.51 | 92.69 | 91.68 | 90.82 | 93.34 | 90.00 | 91.33 | 92.54 | 90.82 | 91.60 | 90.11 | 91.07 |
| 297 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.78 | 91.13 | 92.28 | 91.22 | 91.69 | 90.38 | 91.66 | 91.16 | 92.19 | 90.02 | 91.37 | 89.49 | 89.37 | 91.16 | 93.06 | 92.95 | 91.29 | 93.30 | 92.21 | 92.29 | 94.00 | 92.11 | 92.06 | 92.96 | 92.28 | 91.18 |
| 298 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 90.50 | 90.10 | 92.98 | 88.88 | 90.75 | 89.07 | 89.90 | 91.20 | 90.98 | 92.18 | 90.11 | 90.45 | 91.38 | 90.97 | 89.75 | 92.33 | 92.22 | 91.09 | 91.52 | 90.70 | 89.77 | 94.02 | 90.14 | 90.72 | 89.99 |
| 299 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.79 | 92.22 | 89.82 | 92.74 | 92.95 | 91.16 | 90.80 | 88.81 | 91.34 | 92.99 | 91.90 | 91.82 | 91.34 | 91.82 | 89.58 | 91.99 | 92.59 | 92.80 | 91.77 | 88.26 | 93.13 | 90.96 | 91.76 | 91.54 | 93.66 | 91.76 |
| 304 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.06 | 92.04 | 91.23 | 90.21 | 91.12 | 91.70 | 89.48 | 90.68 | 91.83 | 91.43 | 92.64 | 91.53 | 92.56 | 91.91 | 91.89 | 91.20 | 91.39 | 91.50 | 92.48 | 92.30 | 93.21 | 92.85 | 92.44 | 91.42 | 92.35 | 89.41 |
| 305 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.93 | 91.74 | 94.16 | 91.15 | 91.33 | 90.70 | 93.69 | 90.36 | 91.81 | 91.13 | 92.86 | 93.20 | 91.81 | 92.35 | 92.79 | 90.93 | 93.23 | 92.31 | 90.53 | 92.20 | 92.89 | 92.35 | 92.94 | 92.86 | 92.72 | 92.74 |
| 306 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.88 | 91.53 | 91.21 | 92.09 | 90.95 | 89.56 | 91.77 | 90.77 | 92.20 | 91.84 | 92.85 | 89.26 | 91.73 | 93.50 | 92.06 | 91.48 | 93.97 | 92.46 | 92.77 | 90.98 | 92.03 | 93.12 | 92.91 | 92.38 | 93.02 | 91.09 |
| 307 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.29 | 91.71 | 92.48 | 92.98 | 91.86 | 92.48 | 89.42 | 90.65 | 92.14 | 90.78 | 91.50 | 89.83 | 90.57 | 92.66 | 90.47 | 91.87 | 90.96 | 94.56 | 92.67 | 93.81 | 91.64 | 92.63 | 90.99 | 92.50 | 93.21 | 91.22 |
| 312 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.44 | 91.77 | 93.50 | 90.49 | 94.59 | 89.48 | 89.60 | 89.69 | 92.98 | 93.24 | 92.90 | 92.84 | 92.35 | 87.43 | 90.87 | 91.71 | 91.26 | 89.67 | 93.58 | 91.82 | 93.11 | 92.44 | 92.80 | 92.63 | 93.32 | 91.95 |
| 313 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.26 | 93.69 | 92.41 | 92.97 | 91.75 | 90.94 | 92.22 | 90.46 | 90.87 | 91.34 | 91.81 | 91.73 | 92.15 | 92.64 | 92.45 | 92.82 | 91.50 | 92.41 | 92.42 | 92.80 | 92.66 | 94.60 | 93.14 | 93.64 | 93.02 | 91.62 |
| 314 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 93.05 | 94.40 | 92.69 | 91.54 | 91.98 | 91.75 | 91.82 | 92.25 | 92.31 | 92.33 | 92.11 | 92.07 | 93.97 | 91.70 | 92.80 | 93.40 | 91.22 | 92.47 | 92.14 | 94.06 | 93.24 | 92.71 | 92.47 | 92.65 | 93.92 |
| 315 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.31 | 92.58 | 92.42 | 91.15 | 92.01 | 92.80 | 91.82 | 90.85 | 91.81 | 92.40 | 91.42 | 91.78 | 92.32 | 91.86 | 92.40 | 91.47 | 92.26 | 92.38 | 92.21 | 89.82 | 92.45 | 92.61 | 93.42 | 92.76 | 93.01 | 93.54 |
| 320 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.71 | 92.30 | 92.69 | 90.84 | 91.18 | 90.53 | 89.62 | 90.63 | 91.54 | 89.14 | 92.46 | 93.04 | 90.50 | 90.63 | 91.93 | 91.02 | 90.19 | 93.15 | 91.62 | 91.84 | 93.77 | 92.50 | 91.69 | 91.82 | 92.08 | 90.35 |
| 321 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.27 | 91.76 | 92.26 | 91.42 | 91.90 | 90.41 | 91.11 | 89.71 | 91.85 | 90.55 | 91.79 | 89.84 | 91.15 | 92.82 | 90.60 | 88.75 | 91.14 | 92.37 | 90.13 | 89.97 | 92.30 | 91.64 | 90.87 | 89.85 | 90.39 | 90.84 |
| 322 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.26 | 91.44 | 93.23 | 91.22 | 93.26 | 94.28 | 91.17 | 90.18 | 89.94 | 91.48 | 90.59 | 91.32 | 92.12 | 92.53 | 88.76 | 91.37 | 91.83 | 91.95 | 92.02 | 91.67 | 92.70 | 92.19 | 92.47 | 91.70 | 92.29 | 92.50 |
| 323 | 372 | 32 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.25 | 90.82 | 90.39 | 91.21 | 91.75 | 89.49 | 89.72 | 90.29 | 91.34 | 90.64 | 91.13 | 90.26 | 91.81 | 92.55 | 90.51 | 90.62 | 89.85 | 88.56 | 90.26 | 91.60 | 90.76 | 91.31 | 91.64 | 90.02 | 90.93 | 89.87 |
| 328 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.16 | 91.61 | 90.97 | 89.14 | 93.63 | 90.07 | 89.51 | 89.90 | 89.52 | 90.85 | 91.67 | 89.05 | 89.38 | 90.86 | 89.87 | 92.77 | 91.96 | 92.11 | 90.27 | 91.76 | 93.16 | 91.16 | 90.85 | 90.17 | 91.49 | 89.75 |
| 329 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.77 | 92.36 | 93.31 | 90.48 | 91.37 | 91.58 | 91.18 | 90.95 | 91.23 | 90.86 | 91.36 | 90.31 | 91.29 | 90.39 | 92.11 | 92.60 | 93.13 | 91.23 | 93.98 | 92.06 | 93.34 | 93.19 | 91.91 | 90.44 | 92.57 | 89.46 |
| 330 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.58 | 91.50 | 93.20 | 91.94 | 90.93 | 90.42 | 88.94 | 92.15 | 89.97 | 89.40 | 93.56 | 91.06 | 90.40 | 92.44 | 92.23 | 91.87 | 91.54 | 90.51 | 90.26 | 91.76 | 90.92 | 91.68 | 91.14 | 90.00 | 92.45 | 90.02 |
| 331 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.61 | 91.40 | 94.98 | 92.30 | 89.33 | 91.30 | 91.89 | 91.51 | 90.89 | 93.51 | 90.40 | 90.99 | 92.16 | 89.93 | 92.26 | 90.36 | 91.61 | 91.54 | 91.37 | 90.60 | 91.86 | 91.77 | 93.39 | 91.81 | 92.00 | 90.11 |
| 336 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.83 | 92.40 | 93.00 | 90.08 | 91.77 | 91.26 | 91.77 | 90.61 | 92.00 | 93.39 | 91.59 | 90.11 | 92.87 | 94.57 | 91.23 | 92.61 | 92.96 | 92.82 | 93.30 | 91.71 | 92.63 | 91.92 | 91.60 | 88.75 | 91.71 | 89.90 |
| 337 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.96 | 93.35 | 92.41 | 89.94 | 90.73 | 90.84 | 92.65 | 92.26 | 91.13 | 91.65 | 92.77 | 90.02 | 91.83 | 90.82 | 92.25 | 92.53 | 92.19 | 91.87 | 93.27 | 92.35 | 93.48 | 92.10 | 92.83 | 92.76 | 90.91 | 91.83 |
| 338 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.20 | 93.56 | 91.85 | 91.76 | 91.82 | 91.97 | 90.90 | 89.96 | 90.99 | 90.22 | 92.18 | 91.87 | 91.44 | 91.44 | 91.44 | 90.96 | 92.99 | 92.17 | 93.31 | 91.56 | 92.48 | 93.53 | 93.30 | 90.50 | 92.45 | 89.57 |
| 339 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.58 | 93.45 | 93.33 | 91.01 | 91.71 | 91.39 | 91.43 | 91.94 | 89.99 | 91.81 | 92.08 | 89.56 | 91.83 | 93.63 | 90.58 | 92.65 | 92.42 | 92.43 | 92.45 | 90.42 | 91.76 | 92.74 | 91.66 | 92.61 | 91.35 | 91.62 |
| 344 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.42 | 91.25 | 92.90 | 90.53 | 92.54 | 88.68 | 92.43 | 90.55 | 91.37 | 90.92 | 94.00 | 91.51 | 93.75 | 93.03 | 90.73 | 90.73 | 91.50 | 93.00 | 91.82 | 91.38 | 93.63 | 93.17 | 93.94 | 92.88 | 90.60 | 92.85 |
| 345 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.13 | 91.59 | 92.06 | 91.70 | 92.06 | 91.34 | 90.75 | 91.93 | 90.47 | 90.74 | 93.97 | 91.57 | 90.64 | 90.96 | 92.74 | 92.30 | 92.16 | 91.62 | 91.23 | 94.52 | 90.99 | 90.38 | 92.22 | 90.33 | 93.24 | 89.42 |
| 346 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.72 | 91.25 | 91.63 | 91.10 | 93.27 | 90.49 | 92.65 | 90.32 | 90.33 | 92.84 | 91.28 | 89.82 | 92.28 | 94.79 | 91.39 | 91.26 | 92.40 | 91.71 | 91.45 | 90.70 | 92.30 | 91.51 | 94.12 | 92.32 | 92.58 | 89.39 |
| 347 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.06 | 92.54 | 92.66 | 90.65 | 93.42 | 90.84 | 90.90 | 92.61 | 93.96 | 91.72 | 90.56 | 92.53 | 91.16 | 92.35 | 93.95 | 93.66 | 92.26 | 91.89 | 91.12 | 91.99 | 92.92 | 93.27 | 91.95 | 92.46 | 93.09 | 91.64 |
| 352 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.73 | 86.18 | 89.93 | 79.80 | 91.60 | 92.67 | 90.62 | 91.27 | 90.44 | 90.61 | 85.00 | 91.23 | 76.19 | 91.81 | 91.48 | 80.36 | 89.37 | 90.76 | 82.40 | 93.24 | 77.61 | 88.31 | 93.01 | 90.48 | 93.29 | 91.97 |
| 353 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.04 | 92.61 | 92.26 | 88.71 | 86.45 | 83.08 | 92.24 | 91.67 | 90.66 | 81.15 | 92.53 | 89.48 | 92.09 | 92.62 | 89.28 | 90.19 | 91.75 | 92.61 | 81.14 | 92.51 | 78.86 | 91.88 | 77.90 | 91.40 | 92.74 | 91.69 |
| 354 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 82.61 | 91.55 | 92.25 | 87.98 | 92.52 | 91.69 | 87.15 | 91.55 | 92.46 | 83.39 | 92.08 | 81.89 | 92.47 | 91.25 | 92.50 | 91.94 | 92.19 | 87.25 | 91.84 | 90.40 | 91.33 | 90.91 | 93.09 | 93.09 | 92.05 | 91.61 |
| 355 | 372 | 32 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.15 | 91.85 | 90.90 | 88.71 | 90.11 | 90.82 | 91.33 | 91.39 | 90.29 | 91.16 | 93.81 | 89.93 | 82.70 | 77.25 | 89.99 | 90.83 | 91.97 | 87.98 | 93.05 | 93.10 | 87.93 | 92.68 | 88.62 | 91.86 | 91.85 | 88.68 |
| 360 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.70 | 91.86 | 91.23 | 88.55 | 92.25 | 91.28 | 91.50 | 90.89 | 91.27 | 91.28 | 92.64 | 90.33 | 90.51 | 92.39 | 91.34 | 91.04 | 92.19 | 92.65 | 91.74 | 90.05 | 92.60 | 93.00 | 94.01 | 91.43 | 91.89 | 91.68 |
| 361 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.64 | 92.39 | 91.31 | 89.67 | 92.09 | 91.56 | 92.69 | 88.88 | 92.16 | 90.89 | 90.85 | 92.71 | 94.64 | 93.19 | 92.20 | 93.05 | 90.71 | 93.01 | 93.24 | 92.86 | 92.18 | 92.56 | 93.47 | 92.91 | 90.47 | 91.35 |
| 362 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.97 | 92.13 | 90.60 | 91.31 | 92.33 | 90.65 | 92.02 | 90.56 | 92.11 | 90.69 | 90.39 | 88.51 | 90.95 | 92.74 | 90.50 | 89.60 | 92.13 | 92.71 | 93.90 | 92.13 | 91.22 | 92.55 | 92.88 | 92.90 | 91.67 | 92.37 |
| 363 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.47 | 91.98 | 92.12 | 90.22 | 89.51 | 89.92 | 92.12 | 91.46 | 90.88 | 90.66 | 89.29 | 90.03 | 90.79 | 92.30 | 91.02 | 90.60 | 92.42 | 90.61 | 92.70 | 90.56 | 91.78 | 91.27 | 93.29 | 92.00 | 93.29 | 90.78 |
| 368 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.84 | 92.96 | 93.14 | 91.03 | 93.73 | 91.13 | 91.02 | 91.24 | 91.35 | 92.27 | 92.96 | 90.19 | 90.83 | 91.79 | 90.90 | 92.56 | 93.19 | 91.80 | 90.69 | 92.23 | 93.23 | 93.33 | 92.21 | 92.42 | 93.31 | 90.96 |
| 369 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.99 | 92.34 | 93.09 | 89.19 | 92.53 | 90.09 | 90.48 | 91.85 | 92.18 | 92.06 | 92.93 | 91.24 | 91.12 | 91.32 | 92.85 | 92.07 | 93.23 | 92.02 | 90.88 | 93.64 | 92.03 | 92.46 | 93.87 | 92.74 | 91.95 | 94.09 |
| 370 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.40 | 90.46 | 92.29 | 92.20 | 91.99 | 90.69 | 91.73 | 91.02 | 89.97 | 92.79 | 91.63 | 91.08 | 91.68 | 94.14 | 89.65 | 92.26 | 92.79 | 92.60 | 89.86 | 89.68 | 93.73 | 92.55 | 93.25 | 92.89 | 93.99 | 93.10 |
| 371 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.15 | 92.73 | 91.33 | 91.45 | 93.24 | 90.79 | 90.61 | 90.94 | 92.54 | 92.41 | 92.45 | 91.41 | 91.26 | 89.81 | 91.96 | 91.44 | 92.77 | 93.44 | 93.18 | 90.48 | 76.00 | 92.79 | 93.16 | 93.23 | 90.49 | 91.76 |
| 376 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.81 | 92.33 | 94.08 | 92.47 | 91.11 | 92.54 | 92.21 | 93.16 | 92.99 | 92.13 | 92.30 | 90.04 | 92.54 | 93.03 | 92.54 | 91.36 | 93.26 | 93.20 | 94.16 | 93.94 | 92.05 | 93.56 | 93.29 | 92.34 | 92.97 | 91.22 |
| 377 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.51 | 91.24 | 93.61 | 92.17 | 93.05 | 89.55 | 92.78 | 90.42 | 92.92 | 91.41 | 91.93 | 90.12 | 92.41 | 94.26 | 92.58 | 95.12 | 93.44 | 92.71 | 94.64 | 92.05 | 93.93 | 93.13 | 91.41 | 92.47 | 91.71 | 92.62 |
| 378 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.06 | 91.96 | 92.70 | 90.77 | 89.14 | 91.37 | 91.29 | 94.08 | 92.60 | 90.22 | 91.72 | 92.74 | 91.40 | 88.96 | 91.77 | 89.82 | 93.84 | 92.57 | 92.33 | 92.50 | 92.52 | 92.13 | 92.23 | 92.61 | 93.26 | 93.31 |
| 379 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.59 | 92.21 | 93.94 | 91.35 | 92.77 | 91.80 | 90.18 | 93.34 | 94.05 | 91.29 | 93.68 | 89.67 | 92.50 | 94.26 | 74.32 | 91.97 | 93.76 | 92.97 | 91.45 | 91.49 | 93.58 | 92.36 | 77.54 | 92.39 | 92.49 | 92.42 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 291 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.69 | 91.05 | 88.16 | 89.11 | 89.61 | 88.58 | 89.57 | 89.62 | 88.58 | 89.66 | 89.36 | 90.51 | 89.30 | 89.70 | 89.81 | 90.83 | 90.77 | 91.41 | 90.89 | 91.13 | 87.71 | 89.07 | 89.35 | 87.85 | 89.98 | 90.02 |
| 296 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.05 | 89.33 | 87.76 | 90.12 | 89.24 | 89.04 | 90.61 | 89.38 | 89.17 | 89.38 | 90.19 | 92.14 | 90.29 | 89.31 | 89.27 | 90.24 | 90.07 | 88.73 | 90.89 | 91.13 | 88.79 | 90.37 | 88.62 | 88.01 | 88.63 | 88.16 |
| 297 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.49 | 88.77 | 90.46 | 89.63 | 89.85 | 88.61 | 89.44 | 88.98 | 89.52 | 88.92 | 89.93 | 89.43 | 90.66 | 91.73 | 89.87 | 89.31 | 90.30 | 90.49 | 90.74 | 90.44 | 88.79 | 90.35 | 89.07 | 88.77 | 89.38 | 89.95 |
| 298 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.25 | 91.36 | 88.89 | 88.71 | 88.77 | 90.88 | 90.23 | 89.36 | 89.48 | 89.53 | 90.30 | 90.73 | 89.39 | 89.29 | 90.04 | 90.24 | 89.33 | 90.13 | 91.20 | 90.82 | 89.99 | 88.70 | 90.06 | 88.88 | 87.60 | 88.93 |
| 299 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.38 | 90.10 | 89.21 | 90.18 | 88.92 | 89.46 | 89.69 | 88.37 | 89.90 | 89.92 | 90.37 | 89.91 | 88.87 | 90.97 | 90.02 | 90.69 | 90.22 | 89.66 | 90.64 | 90.04 | 90.59 | 90.55 | 88.65 | 89.83 | 91.02 | 89.98 |
| 331 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.24 | 89.62 | 90.04 | 89.86 | 88.82 | 89.78 | 89.11 | 91.58 | 89.57 | 90.57 | 89.64 | 90.43 | 90.67 | 88.85 | 90.13 | 90.51 | 90.18 | 89.41 | 88.58 | 90.35 | 88.14 | 89.63 | 90.04 | 88.33 | 90.22 | 88.73 |
| 361 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.89 | 90.27 | 89.29 | 89.06 | 91.23 | 89.47 | 90.48 | 88.72 | 89.56 | 89.22 | 90.00 | 89.99 | 91.26 | 91.90 | 90.33 | 90.65 | 89.39 | 90.49 | 90.44 | 90.67 | 87.41 | 90.64 | 91.50 | 89.59 | 88.98 | 87.81 |
| 363 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.81 | 88.83 | 87.97 | 90.11 | 89.81 | 89.28 | 89.96 | 89.49 | 89.07 | 89.87 | 89.00 | 89.16 | 90.49 | 90.48 | 88.77 | 89.09 | 89.88 | 90.57 | 90.85 | 90.74 | 88.98 | 89.74 | 90.09 | 88.86 | 90.55 | 88.78 |
| 201 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.54 | 88.31 | 90.73 | 89.92 | 89.55 | 91.23 | 88.26 | 89.90 | 88.80 | 90.47 | 90.24 | 90.96 | 90.50 | 88.89 | 89.85 | 90.76 | 88.77 | 90.51 | 89.01 | 90.36 | 89.24 | 90.77 | 89.28 | 89.04 | 88.95 | 90.26 |
| 202 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.55 | 90.60 | 88.18 | 89.19 | 89.04 | 90.10 | 88.93 | 89.96 | 89.68 | 90.44 | 88.57 | 90.47 | 90.08 | 90.13 | 89.24 | 89.77 | 90.23 | 90.23 | 89.16 | 90.54 | 90.25 | 90.27 | 88.84 | 89.28 | 88.49 | 88.92 |
| 265 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.99 | 89.22 | 89.00 | 90.77 | 89.25 | 89.61 | 89.55 | 90.30 | 89.33 | 89.14 | 89.80 | 89.75 | 88.83 | 89.52 | 89.55 | 90.78 | 91.12 | 90.16 | 90.49 | 91.32 | 89.46 | 89.63 | 89.14 | 86.65 | 88.60 | 89.89 |
| 266 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.77 | 90.41 | 87.90 | 90.40 | 89.28 | 89.72 | 88.80 | 88.31 | 88.33 | 87.83 | 90.74 | 90.31 | 91.07 | 90.24 | 90.17 | 89.29 | 89.02 | 90.80 | 89.79 | 89.70 | 87.90 | 89.87 | 90.79 | 89.61 | 90.57 | 88.00 |
| 267 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.65 | 89.63 | 90.00 | 89.35 | 88.29 | 91.09 | 88.74 | 90.11 | 89.34 | 90.15 | 91.48 | 88.70 | 89.27 | 90.12 | 89.68 | 90.19 | 89.69 | 89.97 | 90.13 | 89.87 | 89.37 | 88.41 | 90.28 | 89.86 | 88.74 |
| 304 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.66 | 89.68 | 88.79 | 88.57 | 90.15 | 90.41 | 88.55 | 89.24 | 90.03 | 90.38 | 89.73 | 90.69 | 91.06 | 89.75 | 89.79 | 89.22 | 87.92 | 89.24 | 90.49 | 90.90 | 89.13 | 90.02 | 89.18 | 89.53 | 88.03 | 89.49 |
| 305 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.55 | 90.87 | 91.16 | 89.01 | 88.89 | 89.88 | 89.47 | 90.48 | 88.32 | 90.27 | 89.19 | 90.32 | 89.27 | 89.27 | 88.85 | 90.93 | 89.92 | 89.88 | 89.80 | 90.04 | 89.66 | 91.87 | 88.84 | 90.33 | 90.83 | 88.73 |
| 306 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.82 | 89.08 | 88.47 | 88.63 | 88.88 | 90.86 | 90.09 | 89.50 | 88.89 | 89.59 | 90.95 | 90.16 | 89.17 | 89.53 | 89.66 | 89.66 | 90.22 | 89.22 | 90.56 | 91.72 | 89.99 | 91.03 | 87.92 | 89.24 | 90.56 | 89.93 |
| 368 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.88 | 88.91 | 89.28 | 89.40 | 88.41 | 89.15 | 88.99 | 89.85 | 88.32 | 91.47 | 90.49 | 90.35 | 90.12 | 90.54 | 89.21 | 89.68 | 90.42 | 90.52 | 88.88 | 90.08 | 90.17 | 89.85 | 88.39 | 89.79 | 89.85 | 89.61 |
| 370 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.03 | 88.29 | 89.47 | 89.86 | 90.35 | 90.04 | 91.21 | 88.69 | 89.43 | 89.99 | 89.12 | 88.96 | 89.43 | 89.19 | 88.32 | 88.89 | 89.13 | 90.02 | 90.05 | 90.49 | 88.98 | 91.67 | 90.54 | 90.61 | 89.56 | 90.05 |
| 208 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.13 | 89.86 | 89.04 | 89.75 | 89.26 | 91.29 | 90.14 | 89.88 | 89.19 | 89.77 | 90.12 | 90.21 | 90.94 | 88.35 | 89.55 | 90.15 | 88.99 | 90.73 | 90.61 | 89.69 | 89.51 | 89.51 | 89.61 | 89.99 | 91.07 | 90.30 |
| 209 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.62 | 90.03 | 90.08 | 89.50 | 90.21 | 90.62 | 89.89 | 90.98 | 90.85 | 89.25 | 90.70 | 89.34 | 90.26 | 90.01 | 88.90 | 89.89 | 90.72 | 90.78 | 90.47 | 89.97 | 91.08 | 89.97 | 90.16 | 87.67 | 89.41 | 89.74 |
| 210 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.09 | 87.74 | 89.85 | 88.02 | 89.91 | 89.43 | 88.95 | 90.46 | 89.06 | 88.62 | 90.94 | 90.71 | 90.04 | 89.90 | 89.40 | 89.43 | 89.30 | 90.01 | 91.12 | 89.42 | 89.60 | 90.70 | 89.30 | 89.47 | 90.43 |
| 211 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.91 | 89.24 | 89.53 | 90.85 | 88.79 | 90.69 | 87.92 | 91.38 | 89.33 | 88.91 | 90.61 | 90.30 | 89.00 | 89.51 | 87.39 | 89.08 | 89.88 | 90.06 | 89.56 | 90.90 | 90.56 | 89.96 | 90.03 | 90.42 | 90.29 | 88.59 |
| 272 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.00 | 88.22 | 89.11 | 89.63 | 90.14 | 90.25 | 89.12 | 90.89 | 88.30 | 90.59 | 91.02 | 88.77 | 88.41 | 89.68 | 89.26 | 91.69 | 89.57 | 91.27 | 90.51 | 88.83 | 90.45 | 89.03 | 89.70 | 89.26 | 90.13 |
| 274 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.77 | 90.67 | 88.55 | 89.07 | 89.48 | 90.01 | 89.91 | 90.40 | 88.49 | 88.87 | 90.83 | 90.08 | 88.30 | 88.72 | 89.81 | 91.03 | 89.50 | 89.89 | 90.45 | 90.89 | 89.21 | 90.33 | 88.67 | 87.84 | 89.99 | 89.20 |
| 275 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.52 | 89.29 | 87.60 | 88.94 | 89.94 | 91.41 | 90.49 | 89.20 | 89.78 | 88.31 | 90.86 | 90.11 | 89.07 | 89.44 | 90.77 | 88.90 | 89.13 | 90.74 | 90.36 | 91.42 | 88.97 | 89.76 | 89.35 | 90.12 | 89.39 | 90.75 |
| 312 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 89.28 | 90.29 | 90.22 | 89.80 | 89.96 | 89.36 | 89.36 | 87.59 | 89.28 | 89.73 | 90.97 | 90.57 | 90.03 | 89.90 | 88.62 | 90.51 | 88.53 | 89.60 | 89.95 | 90.80 | 90.69 | 90.31 | 90.56 | 90.79 | 89.55 |
| 313 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.64 | 89.26 | 89.10 | 89.19 | 88.78 | 89.95 | 89.08 | 88.95 | 88.96 | 89.57 | 90.85 | 90.26 | 90.89 | 89.38 | 89.74 | 89.67 | 90.35 | 90.64 | 90.61 | 89.43 | 89.76 | 91.16 | 90.36 | 90.03 | 90.02 | 91.06 |
| 314 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.69 | 89.03 | 89.67 | 90.12 | 88.69 | 89.88 | 90.95 | 90.23 | 90.48 | 89.64 | 91.32 | 89.79 | 89.39 | 89.38 | 88.33 | 90.14 | 88.88 | 90.16 | 90.17 | 89.59 | 90.25 | 89.97 | 90.24 | 89.40 | 90.08 | 91.59 |
| 315 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.99 | 89.37 | 88.96 | 88.53 | 88.61 | 90.41 | 89.31 | 91.04 | 89.20 | 90.11 | 90.29 | 89.60 | 91.03 | 89.97 | 88.51 | 89.53 | 90.21 | 89.20 | 89.13 | 89.84 | 88.97 | 89.53 | 89.08 | 89.47 | 91.01 | 89.87 |
| 376 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.14 | 90.75 | 90.90 | 89.32 | 89.37 | 88.54 | 89.77 | 88.48 | 88.53 | 89.44 | 89.89 | 89.57 | 90.11 | 90.50 | 90.54 | 91.28 | 90.81 | 88.43 | 91.00 | 91.00 | 89.52 | 88.72 | 89.71 | 89.44 | 89.42 | 89.42 |
| 378 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.01 | 89.36 | 89.13 | 87.93 | 88.08 | 91.70 | 90.19 | 89.86 | 90.51 | 88.73 | 90.21 | 91.01 | 88.88 | 89.23 | 90.52 | 87.80 | 90.19 | 88.26 | 91.50 | 89.54 | 88.29 | 89.57 | 88.69 | 89.29 | 89.72 | 90.37 |
| 216 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.54 | 88.91 | 88.61 | 89.11 | 88.73 | 90.07 | 90.55 | 89.43 | 89.17 | 88.42 | 89.83 | 90.70 | 90.16 | 89.33 | 89.69 | 89.60 | 88.70 | 90.23 | 91.39 | 92.27 | 90.42 | 90.30 | 89.21 | 89.49 | 90.46 | 90.37 |
| 217 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.28 | 89.15 | 89.35 | 89.08 | 88.96 | 89.10 | 89.53 | 90.87 | 88.63 | 89.67 | 90.87 | 90.19 | 90.13 | 90.12 | 89.91 | 89.73 | 89.65 | 88.57 | 90.14 | 90.52 | 90.73 | 90.68 | 88.80 | 89.49 | 90.94 | 88.49 |
| 218 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.18 | 90.16 | 88.13 | 90.05 | 88.58 | 90.18 | 89.47 | 90.10 | 89.98 | 89.10 | 92.18 | 90.20 | 88.75 | 87.78 | 90.05 | 90.60 | 89.10 | 89.52 | 90.62 | 90.42 | 90.34 | 90.19 | 90.41 | 88.90 | 90.02 | 89.47 |
| 280 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.96 | 90.64 | 88.63 | 88.84 | 89.59 | 89.05 | 88.08 | 88.70 | 89.96 | 90.42 | 90.59 | 90.94 | 74.86 | 88.00 | 89.88 | 89.43 | 88.56 | 90.62 | 90.84 | 90.82 | 89.93 | 87.27 | 90.32 | 89.84 | 88.92 | 89.30 |
Size of the All data: (192, 29)
Size of the Sig data: (35, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.85 | 91.44 | 91.16 | 91.17 | 91.09 | 89.91 | 91.51 | 90.62 | 92.58 | 90.12 | 90.77 | 90.84 | 88.95 | 91.36 | 91.01 | 90.98 | 91.08 | 91.55 | 91.15 | 92.07 | 92.35 | 92.64 | 93.04 | 90.41 | 91.57 | 92.25 |
| 31 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.94 | 90.03 | 91.17 | 90.76 | 92.18 | 89.76 | 91.09 | 89.91 | 92.35 | 92.15 | 92.23 | 91.93 | 90.43 | 93.57 | 89.51 | 92.69 | 91.68 | 90.82 | 93.34 | 90.00 | 91.33 | 92.54 | 90.82 | 91.60 | 90.11 | 91.07 |
| 13 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.78 | 91.13 | 92.28 | 91.22 | 91.69 | 90.38 | 91.66 | 91.16 | 92.19 | 90.02 | 91.37 | 89.49 | 89.37 | 91.16 | 93.06 | 92.95 | 91.29 | 93.30 | 92.21 | 92.29 | 94.00 | 92.11 | 92.06 | 92.96 | 92.28 | 91.18 |
| 17 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 90.50 | 90.10 | 92.98 | 88.88 | 90.75 | 89.07 | 89.90 | 91.20 | 90.98 | 92.18 | 90.11 | 90.45 | 91.38 | 90.97 | 89.75 | 92.33 | 92.22 | 91.09 | 91.52 | 90.70 | 89.77 | 94.02 | 90.14 | 90.72 | 89.99 |
| 0 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.79 | 92.22 | 89.82 | 92.74 | 92.95 | 91.16 | 90.80 | 88.81 | 91.34 | 92.99 | 91.90 | 91.82 | 91.34 | 91.82 | 89.58 | 91.99 | 92.59 | 92.80 | 91.77 | 88.26 | 93.13 | 90.96 | 91.76 | 91.54 | 93.66 | 91.76 |
| 18 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.61 | 91.40 | 94.98 | 92.30 | 89.33 | 91.30 | 91.89 | 91.51 | 90.89 | 93.51 | 90.40 | 90.99 | 92.16 | 89.93 | 92.26 | 90.36 | 91.61 | 91.54 | 91.37 | 90.60 | 91.86 | 91.77 | 93.39 | 91.81 | 92.00 | 90.11 |
| 2 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.64 | 92.39 | 91.31 | 89.67 | 92.09 | 91.56 | 92.69 | 88.88 | 92.16 | 90.89 | 90.85 | 92.71 | 94.64 | 93.19 | 92.20 | 93.05 | 90.71 | 93.01 | 93.24 | 92.86 | 92.18 | 92.56 | 93.47 | 92.91 | 90.47 | 91.35 |
| 26 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.47 | 91.98 | 92.12 | 90.22 | 89.51 | 89.92 | 92.12 | 91.46 | 90.88 | 90.66 | 89.29 | 90.03 | 90.79 | 92.30 | 91.02 | 90.60 | 92.42 | 90.61 | 92.70 | 90.56 | 91.78 | 91.27 | 93.29 | 92.00 | 93.29 | 90.78 |
| 7 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.00 | 90.25 | 91.40 | 92.49 | 93.13 | 90.73 | 89.19 | 91.32 | 91.52 | 92.52 | 91.89 | 90.14 | 91.49 | 92.27 | 91.36 | 91.75 | 90.37 | 90.83 | 91.03 | 89.88 | 92.02 | 92.38 | 91.95 | 91.16 | 90.97 | 90.78 |
| 21 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.71 | 92.33 | 90.88 | 90.62 | 90.70 | 89.58 | 91.54 | 91.82 | 90.23 | 90.62 | 90.53 | 89.56 | 91.12 | 91.58 | 89.66 | 90.60 | 92.59 | 91.85 | 90.37 | 90.41 | 93.11 | 91.65 | 92.10 | 91.65 | 90.27 | 90.08 |
| 22 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.84 | 91.26 | 91.60 | 90.83 | 91.44 | 90.07 | 91.57 | 91.73 | 91.31 | 91.46 | 91.14 | 90.75 | 90.32 | 91.64 | 90.44 | 92.94 | 92.99 | 91.95 | 90.80 | 89.36 | 92.10 | 93.18 | 92.00 | 90.25 | 90.78 | 92.43 |
| 32 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.69 | 92.29 | 91.89 | 91.87 | 92.01 | 91.70 | 91.75 | 90.40 | 91.79 | 91.42 | 91.21 | 90.18 | 91.11 | 91.85 | 91.26 | 91.36 | 90.17 | 91.96 | 91.32 | 88.30 | 90.39 | 92.30 | 92.73 | 91.02 | 91.70 | 91.00 |
| 20 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.42 | 91.09 | 92.79 | 90.57 | 90.91 | 89.20 | 91.19 | 92.34 | 91.02 | 89.61 | 92.15 | 91.31 | 92.69 | 90.80 | 92.00 | 90.51 | 89.94 | 93.18 | 91.18 | 89.46 | 91.75 | 90.49 | 92.49 | 91.67 | 91.61 | 91.45 |
| 27 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.06 | 92.04 | 91.23 | 90.21 | 91.12 | 91.70 | 89.48 | 90.68 | 91.83 | 91.43 | 92.64 | 91.53 | 92.56 | 91.91 | 91.89 | 91.20 | 91.39 | 91.50 | 92.48 | 92.30 | 93.21 | 92.85 | 92.44 | 91.42 | 92.35 | 89.41 |
| 6 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.93 | 91.74 | 94.16 | 91.15 | 91.33 | 90.70 | 93.69 | 90.36 | 91.81 | 91.13 | 92.86 | 93.20 | 91.81 | 92.35 | 92.79 | 90.93 | 93.23 | 92.31 | 90.53 | 92.20 | 92.89 | 92.35 | 92.94 | 92.86 | 92.72 | 92.74 |
| 16 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.88 | 91.53 | 91.21 | 92.09 | 90.95 | 89.56 | 91.77 | 90.77 | 92.20 | 91.84 | 92.85 | 89.26 | 91.73 | 93.50 | 92.06 | 91.48 | 93.97 | 92.46 | 92.77 | 90.98 | 92.03 | 93.12 | 92.91 | 92.38 | 93.02 | 91.09 |
| 28 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.84 | 92.96 | 93.14 | 91.03 | 93.73 | 91.13 | 91.02 | 91.24 | 91.35 | 92.27 | 92.96 | 90.19 | 90.83 | 91.79 | 90.90 | 92.56 | 93.19 | 91.80 | 90.69 | 92.23 | 93.23 | 93.33 | 92.21 | 92.42 | 93.31 | 90.96 |
| 24 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.40 | 90.46 | 92.29 | 92.20 | 91.99 | 90.69 | 91.73 | 91.02 | 89.97 | 92.79 | 91.63 | 91.08 | 91.68 | 94.14 | 89.65 | 92.26 | 92.79 | 92.60 | 89.86 | 89.68 | 93.73 | 92.55 | 93.25 | 92.89 | 93.99 | 93.10 |
| 4 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.54 | 91.89 | 92.58 | 92.41 | 91.63 | 88.60 | 90.59 | 92.13 | 91.20 | 93.00 | 90.87 | 90.83 | 93.09 | 89.70 | 92.12 | 91.26 | 94.18 | 93.35 | 92.17 | 92.71 | 91.58 | 92.25 | 93.11 | 93.65 | 93.14 | 89.87 |
| 1 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 91.50 | 93.20 | 91.25 | 91.93 | 91.38 | 91.55 | 91.28 | 91.15 | 92.98 | 93.02 | 91.46 | 91.76 | 93.33 | 90.59 | 91.49 | 94.85 | 92.81 | 92.62 | 92.53 | 91.62 | 92.18 | 94.19 | 91.46 | 93.22 | 91.65 |
| 29 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.61 | 90.02 | 92.61 | 89.68 | 91.32 | 90.42 | 89.77 | 92.53 | 94.64 | 92.28 | 90.04 | 90.60 | 90.32 | 93.09 | 91.89 | 90.83 | 91.12 | 92.14 | 92.55 | 91.93 | 91.27 | 92.51 | 93.45 | 92.04 | 91.29 | 92.32 |
| 14 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.95 | 92.23 | 92.61 | 92.60 | 91.96 | 91.74 | 90.47 | 92.97 | 91.40 | 92.11 | 90.86 | 91.28 | 90.52 | 92.48 | 91.39 | 91.25 | 92.46 | 92.68 | 92.43 | 93.29 | 93.50 | 91.82 | 93.73 | 92.27 | 91.85 | 91.07 |
| 12 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.37 | 92.56 | 93.16 | 90.23 | 89.45 | 93.21 | 93.38 | 91.18 | 92.71 | 90.56 | 92.40 | 92.99 | 90.60 | 92.53 | 92.70 | 92.86 | 92.57 | 92.76 | 92.81 | 91.86 | 92.80 | 91.46 | 92.70 | 91.41 | 93.57 | 90.88 |
| 30 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.28 | 92.52 | 91.94 | 90.93 | 91.13 | 92.33 | 93.23 | 90.99 | 91.60 | 91.39 | 93.34 | 90.67 | 91.62 | 93.84 | 91.40 | 92.99 | 93.15 | 90.73 | 93.34 | 92.54 | 91.43 | 91.70 | 92.58 | 91.90 | 91.80 | 90.92 |
| 10 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.12 | 88.86 | 92.00 | 89.93 | 91.92 | 90.71 | 91.62 | 91.01 | 91.31 | 91.85 | 90.93 | 90.08 | 91.96 | 91.45 | 92.71 | 90.50 | 91.20 | 92.70 | 93.86 | 94.15 | 91.77 | 92.96 | 93.19 | 92.02 | 92.97 | 91.65 |
| 5 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.44 | 91.77 | 93.50 | 90.49 | 94.59 | 89.48 | 89.60 | 89.69 | 92.98 | 93.24 | 92.90 | 92.84 | 92.35 | 87.43 | 90.87 | 91.71 | 91.26 | 89.67 | 93.58 | 91.82 | 93.11 | 92.44 | 92.80 | 92.63 | 93.32 | 91.95 |
| 8 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.26 | 93.69 | 92.41 | 92.97 | 91.75 | 90.94 | 92.22 | 90.46 | 90.87 | 91.34 | 91.81 | 91.73 | 92.15 | 92.64 | 92.45 | 92.82 | 91.50 | 92.41 | 92.42 | 92.80 | 92.66 | 94.60 | 93.14 | 93.64 | 93.02 | 91.62 |
| 3 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 93.05 | 94.40 | 92.69 | 91.54 | 91.98 | 91.75 | 91.82 | 92.25 | 92.31 | 92.33 | 92.11 | 92.07 | 93.97 | 91.70 | 92.80 | 93.40 | 91.22 | 92.47 | 92.14 | 94.06 | 93.24 | 92.71 | 92.47 | 92.65 | 93.92 |
| 23 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.31 | 92.58 | 92.42 | 91.15 | 92.01 | 92.80 | 91.82 | 90.85 | 91.81 | 92.40 | 91.42 | 91.78 | 92.32 | 91.86 | 92.40 | 91.47 | 92.26 | 92.38 | 92.21 | 89.82 | 92.45 | 92.61 | 93.42 | 92.76 | 93.01 | 93.54 |
| 11 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.81 | 92.33 | 94.08 | 92.47 | 91.11 | 92.54 | 92.21 | 93.16 | 92.99 | 92.13 | 92.30 | 90.04 | 92.54 | 93.03 | 92.54 | 91.36 | 93.26 | 93.20 | 94.16 | 93.94 | 92.05 | 93.56 | 93.29 | 92.34 | 92.97 | 91.22 |
| 33 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.06 | 91.96 | 92.70 | 90.77 | 89.14 | 91.37 | 91.29 | 94.08 | 92.60 | 90.22 | 91.72 | 92.74 | 91.40 | 88.96 | 91.77 | 89.82 | 93.84 | 92.57 | 92.33 | 92.50 | 92.52 | 92.13 | 92.23 | 92.61 | 93.26 | 93.31 |
| 9 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.65 | 91.78 | 92.45 | 92.91 | 90.72 | 93.55 | 92.61 | 93.51 | 90.47 | 88.71 | 92.44 | 90.51 | 92.13 | 91.66 | 91.81 | 91.55 | 92.06 | 91.84 | 93.40 | 92.87 | 93.01 | 92.62 | 94.44 | 92.92 | 92.79 | 92.27 |
| 19 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.98 | 90.34 | 92.12 | 91.18 | 91.19 | 93.64 | 92.55 | 93.42 | 92.07 | 91.24 | 91.83 | 92.45 | 92.23 | 93.34 | 90.57 | 91.27 | 92.97 | 91.91 | 93.68 | 93.57 | 92.96 | 92.20 | 91.70 | 94.19 | 93.45 | 91.90 |
| 15 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.12 | 92.44 | 91.65 | 91.80 | 91.77 | 92.76 | 91.74 | 89.66 | 90.80 | 92.36 | 94.36 | 91.58 | 91.04 | 93.62 | 91.73 | 91.55 | 92.99 | 92.67 | 93.48 | 92.06 | 93.91 | 92.47 | 94.39 | 91.45 | 91.72 | 93.12 |
| 34 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 94.16 | 93.20 | 93.56 | 92.36 | 93.01 | 88.53 | 90.94 | 91.68 | 92.41 | 90.43 | 93.54 | 90.49 | 75.57 | 90.73 | 91.75 | 92.65 | 90.20 | 91.76 | 93.85 | 90.32 | 94.65 | 91.29 | 94.09 | 93.31 | 92.70 | 91.99 |
Size of the test data: (35, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 298 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.70 | -0.86 | 1.21 | 4.27 | 0.11 | -0.13 | -1.16 | 0.54 | 1.72 | 1.45 | 1.88 | -0.62 | 1.06 | 2.09 | 0.93 | -0.49 | 3.00 | 2.09 | -0.11 | 0.70 | 0.71 | 1.07 | 3.96 | 1.26 | 3.12 | 1.06 | 6 |
| 280 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.20 | 2.56 | 4.93 | 3.52 | 3.42 | -0.52 | 2.86 | 2.98 | 2.45 | 0.01 | 2.95 | -0.45 | 0.71 | 2.73 | 1.87 | 3.22 | 1.64 | 1.14 | 3.01 | -0.50 | 4.72 | 4.02 | 3.77 | 3.47 | 3.78 | 2.69 | 3 |
| 306 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.06 | 2.45 | 2.74 | 3.46 | 2.07 | -1.30 | 1.68 | 1.27 | 3.31 | 2.25 | 1.90 | -0.90 | 2.56 | 3.97 | 2.40 | 1.82 | 3.75 | 3.24 | 2.21 | -0.74 | 2.04 | 2.09 | 4.99 | 3.14 | 2.46 | 1.16 | 3 |
| 275 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.60 | -0.43 | 4.40 | 0.99 | 1.98 | -0.70 | 1.13 | 1.81 | 1.53 | 3.54 | 0.07 | -0.03 | 2.89 | 2.01 | 1.94 | 1.60 | 2.07 | 1.96 | 3.50 | 2.73 | 2.80 | 3.20 | 3.84 | 1.90 | 3.58 | 0.90 | 3 |
| 210 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.96 | 0.93 | 4.87 | -0.17 | 3.30 | 0.51 | 0.34 | 3.58 | 4.18 | 3.22 | 1.42 | -0.34 | -0.39 | 3.05 | 1.99 | 1.43 | 1.69 | 2.84 | 2.54 | 0.81 | 1.85 | 2.91 | 2.75 | 2.74 | 1.82 | 1.89 | 3 |
| 201 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.46 | 1.94 | 0.67 | 2.57 | 3.58 | -0.50 | 0.93 | 1.42 | 2.72 | 2.05 | 1.65 | -0.82 | 0.99 | 3.38 | 1.51 | 0.99 | 1.60 | 0.32 | 2.02 | -0.48 | 2.78 | 1.61 | 2.67 | 2.12 | 2.02 | 0.52 | 3 |
| 202 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.16 | 1.73 | 2.70 | 1.43 | 1.66 | -0.52 | 2.61 | 1.86 | 0.55 | 0.18 | 1.96 | -0.91 | 1.04 | 1.45 | 0.42 | 0.83 | 2.36 | 1.62 | 1.21 | -0.13 | 2.86 | 1.38 | 3.26 | 2.37 | 1.78 | 1.16 | 3 |
| 267 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.26 | 1.44 | 3.16 | 0.57 | 1.56 | 0.91 | 0.10 | 3.60 | 0.91 | 0.27 | 2.00 | -0.17 | 3.99 | 1.53 | 1.88 | 0.83 | -0.25 | 3.49 | 1.21 | -0.67 | 1.88 | 1.12 | 4.08 | 1.39 | 1.75 | 2.71 | 3 |
| 378 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.05 | 2.60 | 3.57 | 2.84 | 1.06 | -0.33 | 1.10 | 4.22 | 2.09 | 1.49 | 1.51 | 1.73 | 2.52 | -0.27 | 1.25 | 2.02 | 3.65 | 4.31 | 0.83 | 2.96 | 4.23 | 2.56 | 3.54 | 3.32 | 3.54 | 2.94 | 2 |
| 315 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.32 | 3.21 | 3.46 | 2.62 | 3.40 | 2.39 | 2.51 | -0.19 | 2.61 | 2.29 | 1.13 | 2.18 | 1.29 | 1.89 | 3.89 | 1.94 | 2.05 | 3.18 | 3.08 | -0.02 | 3.48 | 3.08 | 4.34 | 3.29 | 2.00 | 3.67 | 2 |
| 312 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.04 | 2.49 | 3.21 | 0.27 | 4.79 | -0.48 | 0.24 | 0.33 | 5.39 | 3.96 | 3.17 | 1.87 | 1.78 | -2.60 | 0.97 | 3.09 | 0.75 | 1.14 | 3.98 | 1.87 | 2.31 | 1.75 | 2.49 | 2.07 | 2.53 | 2.40 | 2 |
| 208 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.41 | 2.03 | 3.54 | 2.66 | 2.37 | -2.69 | 0.45 | 2.25 | 2.01 | 3.23 | 0.75 | 0.62 | 2.15 | 1.35 | 2.57 | 1.11 | 5.19 | 2.62 | 1.56 | 3.02 | 2.07 | 2.74 | 3.50 | 3.66 | 2.07 | -0.43 | 2 |
| 296 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.89 | 0.70 | 3.41 | 0.64 | 2.94 | 0.72 | 0.48 | 0.53 | 3.18 | 2.77 | 2.04 | -0.21 | 0.14 | 4.26 | 0.24 | 2.45 | 1.61 | 2.09 | 2.45 | -1.13 | 2.54 | 2.17 | 2.20 | 3.59 | 1.48 | 2.91 | 2 |
| 370 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.37 | 2.17 | 2.82 | 2.34 | 1.64 | 0.65 | 0.52 | 2.33 | 0.54 | 2.80 | 2.51 | 2.12 | 2.25 | 4.95 | 1.33 | 3.37 | 3.66 | 2.58 | -0.19 | -0.81 | 4.75 | 0.88 | 2.71 | 2.28 | 4.43 | 3.05 | 2 |
| 266 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.92 | 1.88 | 3.99 | 1.47 | 2.73 | 1.98 | 2.95 | 2.09 | 3.46 | 3.59 | 0.47 | -0.13 | 0.04 | 1.61 | 1.09 | 2.07 | 1.15 | 1.16 | 1.53 | -1.40 | 2.49 | 2.43 | 1.94 | 1.41 | 1.13 | 3.00 | 2 |
| 297 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.29 | 2.36 | 1.82 | 1.59 | 1.84 | 1.77 | 2.22 | 2.18 | 2.67 | 1.10 | 1.44 | 0.06 | -1.29 | -0.57 | 3.19 | 3.64 | 0.99 | 2.81 | 1.47 | 1.85 | 5.21 | 1.76 | 2.99 | 4.19 | 2.90 | 1.23 | 2 |
| 363 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.66 | 3.15 | 4.15 | 0.11 | -0.30 | 0.64 | 2.16 | 1.97 | 1.81 | 0.79 | 0.29 | 0.87 | 0.30 | 1.82 | 2.25 | 1.51 | 2.54 | 0.04 | 1.85 | -0.18 | 2.80 | 1.53 | 3.20 | 3.14 | 2.74 | 2.00 | 2 |
| 299 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.41 | 2.12 | 0.61 | 2.56 | 4.03 | 1.70 | 1.11 | 0.44 | 1.44 | 3.07 | 1.53 | 1.91 | 2.47 | 0.85 | -0.44 | 1.30 | 2.37 | 3.14 | 1.13 | -1.78 | 2.54 | 0.41 | 3.11 | 1.71 | 2.64 | 1.78 | 2 |
| 331 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.37 | 1.78 | 4.94 | 2.44 | 0.51 | 1.52 | 2.78 | -0.07 | 1.32 | 2.94 | 0.76 | 0.56 | 1.49 | 1.08 | 2.13 | -0.15 | 1.43 | 2.13 | 2.79 | 0.25 | 3.72 | 2.14 | 3.35 | 3.48 | 1.78 | 1.38 | 2 |
| 305 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.38 | 0.87 | 3.00 | 2.14 | 2.44 | 0.82 | 4.22 | -0.12 | 3.49 | 0.86 | 3.67 | 2.88 | 2.54 | 3.08 | 3.94 | -0.00 | 3.31 | 2.43 | 0.73 | 2.16 | 3.23 | 0.48 | 4.10 | 2.53 | 1.89 | 4.01 | 1 |
| 304 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.40 | 2.36 | 2.44 | 1.64 | 0.97 | 1.29 | 0.93 | 1.44 | 1.80 | 1.05 | 2.91 | 0.84 | 1.50 | 2.16 | 2.10 | 1.98 | 3.47 | 2.26 | 1.99 | 1.40 | 4.08 | 2.83 | 3.26 | 1.89 | 4.32 | -0.08 | 1 |
| 218 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.94 | 2.28 | 3.52 | 1.75 | 3.19 | 2.58 | 2.27 | -0.44 | 0.82 | 3.26 | 2.18 | 1.38 | 2.29 | 5.84 | 1.68 | 0.95 | 3.89 | 3.15 | 2.86 | 1.64 | 3.57 | 2.28 | 3.98 | 2.55 | 1.70 | 3.65 | 1 |
| 216 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.11 | 2.87 | 3.84 | 3.80 | 1.99 | 3.48 | 2.06 | 4.08 | 1.30 | 0.29 | 2.61 | -0.19 | 1.97 | 2.33 | 2.12 | 1.95 | 3.36 | 1.61 | 2.01 | 0.60 | 2.59 | 2.32 | 5.23 | 3.43 | 2.33 | 1.90 | 1 |
| 291 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.16 | 0.39 | 3.00 | 2.06 | 1.48 | 1.33 | 1.94 | 1.00 | 4.00 | 0.46 | 1.41 | 0.33 | -0.35 | 1.66 | 1.20 | 0.15 | 0.31 | 0.14 | 0.26 | 0.94 | 4.64 | 3.57 | 3.69 | 2.56 | 1.59 | 2.23 | 1 |
| 272 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.94 | 3.56 | 4.94 | 1.12 | -0.18 | 3.07 | 3.13 | 2.06 | 1.82 | 2.26 | 1.81 | 1.97 | 1.83 | 4.12 | 3.02 | 3.60 | 0.88 | 3.19 | 1.54 | 1.35 | 3.97 | 1.01 | 3.67 | 1.71 | 4.31 | 0.75 | 1 |
| 265 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.85 | 2.04 | 2.60 | 0.06 | 2.19 | 0.46 | 2.02 | 1.43 | 1.98 | 2.32 | 1.34 | 1.00 | 1.49 | 2.12 | 0.89 | 2.16 | 1.87 | 1.79 | 0.31 | -1.96 | 2.64 | 3.55 | 2.86 | 3.60 | 2.18 | 2.54 | 1 |
| 368 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.96 | 4.05 | 3.86 | 1.63 | 5.32 | 1.98 | 2.03 | 1.39 | 3.03 | 0.80 | 2.47 | -0.16 | 0.71 | 1.25 | 1.69 | 2.88 | 2.77 | 1.28 | 1.81 | 2.15 | 3.06 | 3.48 | 3.82 | 2.63 | 3.46 | 1.35 | 1 |
| 274 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.51 | 1.85 | 3.39 | 1.86 | 1.65 | 2.32 | 3.32 | 0.59 | 3.11 | 2.52 | 2.51 | 0.59 | 3.32 | 5.12 | 1.59 | 1.96 | 3.65 | 0.84 | 2.89 | 1.65 | 2.22 | 1.37 | 3.91 | 4.06 | 1.81 | 1.72 | 0 |
| 313 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.62 | 4.43 | 3.31 | 3.78 | 2.97 | 0.99 | 3.14 | 1.51 | 1.91 | 1.77 | 0.96 | 1.47 | 1.26 | 3.26 | 2.71 | 3.15 | 1.15 | 1.77 | 1.81 | 3.37 | 2.90 | 3.44 | 2.78 | 3.61 | 3.00 | 0.56 | 0 |
| 314 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.45 | 4.02 | 4.73 | 2.57 | 2.85 | 2.10 | 0.80 | 1.59 | 1.77 | 2.67 | 1.01 | 2.32 | 2.68 | 4.59 | 3.37 | 2.66 | 4.52 | 1.06 | 2.30 | 2.55 | 3.81 | 3.27 | 2.47 | 3.07 | 2.57 | 2.33 | 0 |
| 211 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.04 | 2.99 | 3.08 | 1.75 | 3.17 | 1.05 | 2.55 | 1.59 | 2.07 | 3.20 | 0.25 | 0.98 | 1.52 | 2.97 | 4.00 | 2.17 | 2.58 | 2.62 | 2.87 | 2.39 | 2.94 | 1.86 | 3.70 | 1.85 | 1.56 | 2.48 | 0 |
| 376 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.67 | 1.58 | 3.18 | 3.15 | 1.74 | 4.00 | 2.44 | 4.68 | 4.46 | 2.69 | 2.41 | 0.47 | 2.43 | 2.53 | 2.00 | 0.08 | 2.45 | 4.77 | 3.16 | 2.94 | 2.53 | 4.84 | 3.58 | 2.90 | 3.55 | 1.80 | 0 |
| 209 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.23 | 1.47 | 3.12 | 1.75 | 1.72 | 0.76 | 1.66 | 0.30 | 0.30 | 3.73 | 2.32 | 2.12 | 1.50 | 3.32 | 1.69 | 1.60 | 4.13 | 2.03 | 2.15 | 2.56 | 0.54 | 2.21 | 4.03 | 3.79 | 3.81 | 1.91 | 0 |
| 217 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.70 | 1.19 | 2.77 | 2.10 | 2.23 | 4.54 | 3.02 | 2.55 | 3.44 | 1.57 | 0.96 | 2.26 | 2.10 | 3.22 | 0.66 | 1.54 | 3.32 | 3.34 | 3.54 | 3.05 | 2.23 | 1.52 | 2.90 | 4.70 | 2.51 | 3.41 | 0 |
| 361 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.75 | 2.12 | 2.02 | 0.61 | 0.86 | 2.09 | 2.21 | 0.16 | 2.60 | 1.67 | 0.85 | 2.72 | 3.38 | 1.29 | 1.87 | 2.40 | 1.32 | 2.52 | 2.80 | 2.19 | 4.77 | 1.92 | 1.97 | 3.32 | 1.49 | 3.54 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_20 | 90.528000 | 0.648636 |
| mAP_valid_abs_values_12 | 90.313714 | 0.660455 |
| mAP_valid_abs_values_19 | 90.290286 | 0.730175 |
| mAP_valid_abs_values_11 | 90.167429 | 0.753550 |
| mAP_valid_abs_values_22 | 90.030286 | 0.856887 |
| mAP_valid_abs_values_6 | 89.922857 | 0.847101 |
| mAP_valid_abs_values_18 | 89.896857 | 0.783674 |
| mAP_valid_abs_values_16 | 89.838000 | 0.782657 |
| mAP_valid_abs_values_17 | 89.810857 | 0.809744 |
| mAP_valid_abs_values_25 | 89.769143 | 0.882514 |
| mAP_valid_abs_values_7 | 89.667143 | 0.809007 |
| mAP_valid_abs_values_2 | 89.641143 | 0.786593 |
| mAP_valid_abs_values_8 | 89.640000 | 0.860079 |
| mAP_valid_abs_values_14 | 89.621714 | 0.898396 |
| mAP_valid_abs_values_15 | 89.602000 | 0.711104 |
| mAP_valid_abs_values_26 | 89.560286 | 0.867934 |
| mAP_valid_abs_values_23 | 89.525429 | 0.830384 |
| mAP_valid_abs_values_10 | 89.509714 | 0.754377 |
| mAP_valid_abs_values_4 | 89.485429 | 0.673805 |
| mAP_valid_abs_values_21 | 89.475429 | 0.912554 |
| mAP_valid_abs_values_13 | 89.456571 | 2.679488 |
| mAP_valid_abs_values_9 | 89.374000 | 0.779280 |
| mAP_valid_abs_values_24 | 89.298000 | 0.891102 |
| mAP_valid_abs_values_5 | 89.254857 | 0.669782 |
| mAP_valid_abs_values | 89.188857 | 0.781988 |
| mAP_valid_abs_values_3 | 89.083429 | 0.934681 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.915143 | 0.822927 |
| mAP_test_abs_values_21 | 92.489714 | 0.985565 |
| mAP_test_abs_values_25 | 92.330000 | 1.062378 |
| mAP_test_abs_values_3 | 92.312000 | 1.154145 |
| mAP_test_abs_values_22 | 92.281714 | 0.895142 |
| mAP_test_abs_values_19 | 92.264571 | 1.134873 |
| mAP_test_abs_values_17 | 92.217429 | 1.221654 |
| mAP_test_abs_values_24 | 92.118857 | 0.943715 |
| mAP_test_abs_values_18 | 92.088286 | 0.855878 |
| mAP_test_abs_values_14 | 92.005714 | 1.462521 |
| mAP_test_abs_values | 91.927143 | 1.307068 |
| mAP_test_abs_values_11 | 91.856000 | 1.073447 |
| average_map | 91.800363 | 0.439244 |
| mAP_test_abs_values_9 | 91.710857 | 0.909283 |
| mAP_test_abs_values_2 | 91.707429 | 1.036905 |
| mAP_test_abs_values_16 | 91.604000 | 0.949087 |
| mAP_test_abs_values_10 | 91.570286 | 1.119242 |
| mAP_test_abs_values_26 | 91.563714 | 1.079118 |
| mAP_test_abs_values_20 | 91.537429 | 1.526473 |
| mAP_test_abs_values_15 | 91.486000 | 0.959657 |
| mAP_test_abs_values_5 | 91.462857 | 1.234467 |
| mAP_test_abs_values_7 | 91.460000 | 1.113983 |
| mAP_test_abs_values_4 | 91.426857 | 1.012901 |
| mAP_test_abs_values_8 | 91.267143 | 1.246141 |
| mAP_test_abs_values_12 | 91.122857 | 1.063688 |
| mAP_test_abs_values_13 | 91.061143 | 2.902101 |
| mAP_test_abs_values_6 | 91.022286 | 1.321993 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 291 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.69 | 91.05 | 88.16 | 89.11 | 89.61 | 88.58 | 89.57 | 89.62 | 88.58 | 89.66 | 89.36 | 90.51 | 89.30 | 89.70 | 89.81 | 90.83 | 90.77 | 91.41 | 90.89 | 91.13 | 87.71 | 89.07 | 89.35 | 87.85 | 89.98 | 90.02 |
| 297 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.49 | 88.77 | 90.46 | 89.63 | 89.85 | 88.61 | 89.44 | 88.98 | 89.52 | 88.92 | 89.93 | 89.43 | 90.66 | 91.73 | 89.87 | 89.31 | 90.30 | 90.49 | 90.74 | 90.44 | 88.79 | 90.35 | 89.07 | 88.77 | 89.38 | 89.95 |
| 298 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.25 | 91.36 | 88.89 | 88.71 | 88.77 | 90.88 | 90.23 | 89.36 | 89.48 | 89.53 | 90.30 | 90.73 | 89.39 | 89.29 | 90.04 | 90.24 | 89.33 | 90.13 | 91.20 | 90.82 | 89.99 | 88.70 | 90.06 | 88.88 | 87.60 | 88.93 |
| 299 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.38 | 90.10 | 89.21 | 90.18 | 88.92 | 89.46 | 89.69 | 88.37 | 89.90 | 89.92 | 90.37 | 89.91 | 88.87 | 90.97 | 90.02 | 90.69 | 90.22 | 89.66 | 90.64 | 90.04 | 90.59 | 90.55 | 88.65 | 89.83 | 91.02 | 89.98 |
| 331 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.24 | 89.62 | 90.04 | 89.86 | 88.82 | 89.78 | 89.11 | 91.58 | 89.57 | 90.57 | 89.64 | 90.43 | 90.67 | 88.85 | 90.13 | 90.51 | 90.18 | 89.41 | 88.58 | 90.35 | 88.14 | 89.63 | 90.04 | 88.33 | 90.22 | 88.73 |
| 361 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.89 | 90.27 | 89.29 | 89.06 | 91.23 | 89.47 | 90.48 | 88.72 | 89.56 | 89.22 | 90.00 | 89.99 | 91.26 | 91.90 | 90.33 | 90.65 | 89.39 | 90.49 | 90.44 | 90.67 | 87.41 | 90.64 | 91.50 | 89.59 | 88.98 | 87.81 |
| 201 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.54 | 88.31 | 90.73 | 89.92 | 89.55 | 91.23 | 88.26 | 89.90 | 88.80 | 90.47 | 90.24 | 90.96 | 90.50 | 88.89 | 89.85 | 90.76 | 88.77 | 90.51 | 89.01 | 90.36 | 89.24 | 90.77 | 89.28 | 89.04 | 88.95 | 90.26 |
| 202 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.55 | 90.60 | 88.18 | 89.19 | 89.04 | 90.10 | 88.93 | 89.96 | 89.68 | 90.44 | 88.57 | 90.47 | 90.08 | 90.13 | 89.24 | 89.77 | 90.23 | 90.23 | 89.16 | 90.54 | 90.25 | 90.27 | 88.84 | 89.28 | 88.49 | 88.92 |
| 266 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.77 | 90.41 | 87.90 | 90.40 | 89.28 | 89.72 | 88.80 | 88.31 | 88.33 | 87.83 | 90.74 | 90.31 | 91.07 | 90.24 | 90.17 | 89.29 | 89.02 | 90.80 | 89.79 | 89.70 | 87.90 | 89.87 | 90.79 | 89.61 | 90.57 | 88.00 |
| 305 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.55 | 90.87 | 91.16 | 89.01 | 88.89 | 89.88 | 89.47 | 90.48 | 88.32 | 90.27 | 89.19 | 90.32 | 89.27 | 89.27 | 88.85 | 90.93 | 89.92 | 89.88 | 89.80 | 90.04 | 89.66 | 91.87 | 88.84 | 90.33 | 90.83 | 88.73 |
| 306 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.82 | 89.08 | 88.47 | 88.63 | 88.88 | 90.86 | 90.09 | 89.50 | 88.89 | 89.59 | 90.95 | 90.16 | 89.17 | 89.53 | 89.66 | 89.66 | 90.22 | 89.22 | 90.56 | 91.72 | 89.99 | 91.03 | 87.92 | 89.24 | 90.56 | 89.93 |
| 208 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.13 | 89.86 | 89.04 | 89.75 | 89.26 | 91.29 | 90.14 | 89.88 | 89.19 | 89.77 | 90.12 | 90.21 | 90.94 | 88.35 | 89.55 | 90.15 | 88.99 | 90.73 | 90.61 | 89.69 | 89.51 | 89.51 | 89.61 | 89.99 | 91.07 | 90.30 |
| 209 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.62 | 90.03 | 90.08 | 89.50 | 90.21 | 90.62 | 89.89 | 90.98 | 90.85 | 89.25 | 90.70 | 89.34 | 90.26 | 90.01 | 88.90 | 89.89 | 90.72 | 90.78 | 90.47 | 89.97 | 91.08 | 89.97 | 90.16 | 87.67 | 89.41 | 89.74 |
| 211 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.91 | 89.24 | 89.53 | 90.85 | 88.79 | 90.69 | 87.92 | 91.38 | 89.33 | 88.91 | 90.61 | 90.30 | 89.00 | 89.51 | 87.39 | 89.08 | 89.88 | 90.06 | 89.56 | 90.90 | 90.56 | 89.96 | 90.03 | 90.42 | 90.29 | 88.59 |
| 272 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.00 | 88.22 | 89.11 | 89.63 | 90.14 | 90.25 | 89.12 | 90.89 | 88.30 | 90.59 | 91.02 | 88.77 | 88.41 | 89.68 | 89.26 | 91.69 | 89.57 | 91.27 | 90.51 | 88.83 | 90.45 | 89.03 | 89.70 | 89.26 | 90.13 |
| 275 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.52 | 89.29 | 87.60 | 88.94 | 89.94 | 91.41 | 90.49 | 89.20 | 89.78 | 88.31 | 90.86 | 90.11 | 89.07 | 89.44 | 90.77 | 88.90 | 89.13 | 90.74 | 90.36 | 91.42 | 88.97 | 89.76 | 89.35 | 90.12 | 89.39 | 90.75 |
| 312 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 89.28 | 90.29 | 90.22 | 89.80 | 89.96 | 89.36 | 89.36 | 87.59 | 89.28 | 89.73 | 90.97 | 90.57 | 90.03 | 89.90 | 88.62 | 90.51 | 88.53 | 89.60 | 89.95 | 90.80 | 90.69 | 90.31 | 90.56 | 90.79 | 89.55 |
| 313 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.64 | 89.26 | 89.10 | 89.19 | 88.78 | 89.95 | 89.08 | 88.95 | 88.96 | 89.57 | 90.85 | 90.26 | 90.89 | 89.38 | 89.74 | 89.67 | 90.35 | 90.64 | 90.61 | 89.43 | 89.76 | 91.16 | 90.36 | 90.03 | 90.02 | 91.06 |
| 314 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.69 | 89.03 | 89.67 | 90.12 | 88.69 | 89.88 | 90.95 | 90.23 | 90.48 | 89.64 | 91.32 | 89.79 | 89.39 | 89.38 | 88.33 | 90.14 | 88.88 | 90.16 | 90.17 | 89.59 | 90.25 | 89.97 | 90.24 | 89.40 | 90.08 | 91.59 |
| 376 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.14 | 90.75 | 90.90 | 89.32 | 89.37 | 88.54 | 89.77 | 88.48 | 88.53 | 89.44 | 89.89 | 89.57 | 90.11 | 90.50 | 90.54 | 91.28 | 90.81 | 88.43 | 91.00 | 91.00 | 89.52 | 88.72 | 89.71 | 89.44 | 89.42 | 89.42 |
| 216 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.54 | 88.91 | 88.61 | 89.11 | 88.73 | 90.07 | 90.55 | 89.43 | 89.17 | 88.42 | 89.83 | 90.70 | 90.16 | 89.33 | 89.69 | 89.60 | 88.70 | 90.23 | 91.39 | 92.27 | 90.42 | 90.30 | 89.21 | 89.49 | 90.46 | 90.37 |
| 217 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.28 | 89.15 | 89.35 | 89.08 | 88.96 | 89.10 | 89.53 | 90.87 | 88.63 | 89.67 | 90.87 | 90.19 | 90.13 | 90.12 | 89.91 | 89.73 | 89.65 | 88.57 | 90.14 | 90.52 | 90.73 | 90.68 | 88.80 | 89.49 | 90.94 | 88.49 |
| 218 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.18 | 90.16 | 88.13 | 90.05 | 88.58 | 90.18 | 89.47 | 90.10 | 89.98 | 89.10 | 92.18 | 90.20 | 88.75 | 87.78 | 90.05 | 90.60 | 89.10 | 89.52 | 90.62 | 90.42 | 90.34 | 90.19 | 90.41 | 88.90 | 90.02 | 89.47 |
Size of the All data: (192, 29)
Size of the Sig data: (23, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.85 | 91.44 | 91.16 | 91.17 | 91.09 | 89.91 | 91.51 | 90.62 | 92.58 | 90.12 | 90.77 | 90.84 | 88.95 | 91.36 | 91.01 | 90.98 | 91.08 | 91.55 | 91.15 | 92.07 | 92.35 | 92.64 | 93.04 | 90.41 | 91.57 | 92.25 |
| 13 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.78 | 91.13 | 92.28 | 91.22 | 91.69 | 90.38 | 91.66 | 91.16 | 92.19 | 90.02 | 91.37 | 89.49 | 89.37 | 91.16 | 93.06 | 92.95 | 91.29 | 93.30 | 92.21 | 92.29 | 94.00 | 92.11 | 92.06 | 92.96 | 92.28 | 91.18 |
| 17 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 90.50 | 90.10 | 92.98 | 88.88 | 90.75 | 89.07 | 89.90 | 91.20 | 90.98 | 92.18 | 90.11 | 90.45 | 91.38 | 90.97 | 89.75 | 92.33 | 92.22 | 91.09 | 91.52 | 90.70 | 89.77 | 94.02 | 90.14 | 90.72 | 89.99 |
| 0 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.79 | 92.22 | 89.82 | 92.74 | 92.95 | 91.16 | 90.80 | 88.81 | 91.34 | 92.99 | 91.90 | 91.82 | 91.34 | 91.82 | 89.58 | 91.99 | 92.59 | 92.80 | 91.77 | 88.26 | 93.13 | 90.96 | 91.76 | 91.54 | 93.66 | 91.76 |
| 18 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.61 | 91.40 | 94.98 | 92.30 | 89.33 | 91.30 | 91.89 | 91.51 | 90.89 | 93.51 | 90.40 | 90.99 | 92.16 | 89.93 | 92.26 | 90.36 | 91.61 | 91.54 | 91.37 | 90.60 | 91.86 | 91.77 | 93.39 | 91.81 | 92.00 | 90.11 |
| 2 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.64 | 92.39 | 91.31 | 89.67 | 92.09 | 91.56 | 92.69 | 88.88 | 92.16 | 90.89 | 90.85 | 92.71 | 94.64 | 93.19 | 92.20 | 93.05 | 90.71 | 93.01 | 93.24 | 92.86 | 92.18 | 92.56 | 93.47 | 92.91 | 90.47 | 91.35 |
| 7 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.00 | 90.25 | 91.40 | 92.49 | 93.13 | 90.73 | 89.19 | 91.32 | 91.52 | 92.52 | 91.89 | 90.14 | 91.49 | 92.27 | 91.36 | 91.75 | 90.37 | 90.83 | 91.03 | 89.88 | 92.02 | 92.38 | 91.95 | 91.16 | 90.97 | 90.78 |
| 20 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.71 | 92.33 | 90.88 | 90.62 | 90.70 | 89.58 | 91.54 | 91.82 | 90.23 | 90.62 | 90.53 | 89.56 | 91.12 | 91.58 | 89.66 | 90.60 | 92.59 | 91.85 | 90.37 | 90.41 | 93.11 | 91.65 | 92.10 | 91.65 | 90.27 | 90.08 |
| 22 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.69 | 92.29 | 91.89 | 91.87 | 92.01 | 91.70 | 91.75 | 90.40 | 91.79 | 91.42 | 91.21 | 90.18 | 91.11 | 91.85 | 91.26 | 91.36 | 90.17 | 91.96 | 91.32 | 88.30 | 90.39 | 92.30 | 92.73 | 91.02 | 91.70 | 91.00 |
| 6 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.93 | 91.74 | 94.16 | 91.15 | 91.33 | 90.70 | 93.69 | 90.36 | 91.81 | 91.13 | 92.86 | 93.20 | 91.81 | 92.35 | 92.79 | 90.93 | 93.23 | 92.31 | 90.53 | 92.20 | 92.89 | 92.35 | 92.94 | 92.86 | 92.72 | 92.74 |
| 16 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.88 | 91.53 | 91.21 | 92.09 | 90.95 | 89.56 | 91.77 | 90.77 | 92.20 | 91.84 | 92.85 | 89.26 | 91.73 | 93.50 | 92.06 | 91.48 | 93.97 | 92.46 | 92.77 | 90.98 | 92.03 | 93.12 | 92.91 | 92.38 | 93.02 | 91.09 |
| 4 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.54 | 91.89 | 92.58 | 92.41 | 91.63 | 88.60 | 90.59 | 92.13 | 91.20 | 93.00 | 90.87 | 90.83 | 93.09 | 89.70 | 92.12 | 91.26 | 94.18 | 93.35 | 92.17 | 92.71 | 91.58 | 92.25 | 93.11 | 93.65 | 93.14 | 89.87 |
| 1 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 91.50 | 93.20 | 91.25 | 91.93 | 91.38 | 91.55 | 91.28 | 91.15 | 92.98 | 93.02 | 91.46 | 91.76 | 93.33 | 90.59 | 91.49 | 94.85 | 92.81 | 92.62 | 92.53 | 91.62 | 92.18 | 94.19 | 91.46 | 93.22 | 91.65 |
| 14 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.95 | 92.23 | 92.61 | 92.60 | 91.96 | 91.74 | 90.47 | 92.97 | 91.40 | 92.11 | 90.86 | 91.28 | 90.52 | 92.48 | 91.39 | 91.25 | 92.46 | 92.68 | 92.43 | 93.29 | 93.50 | 91.82 | 93.73 | 92.27 | 91.85 | 91.07 |
| 12 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.37 | 92.56 | 93.16 | 90.23 | 89.45 | 93.21 | 93.38 | 91.18 | 92.71 | 90.56 | 92.40 | 92.99 | 90.60 | 92.53 | 92.70 | 92.86 | 92.57 | 92.76 | 92.81 | 91.86 | 92.80 | 91.46 | 92.70 | 91.41 | 93.57 | 90.88 |
| 10 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.12 | 88.86 | 92.00 | 89.93 | 91.92 | 90.71 | 91.62 | 91.01 | 91.31 | 91.85 | 90.93 | 90.08 | 91.96 | 91.45 | 92.71 | 90.50 | 91.20 | 92.70 | 93.86 | 94.15 | 91.77 | 92.96 | 93.19 | 92.02 | 92.97 | 91.65 |
| 5 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.44 | 91.77 | 93.50 | 90.49 | 94.59 | 89.48 | 89.60 | 89.69 | 92.98 | 93.24 | 92.90 | 92.84 | 92.35 | 87.43 | 90.87 | 91.71 | 91.26 | 89.67 | 93.58 | 91.82 | 93.11 | 92.44 | 92.80 | 92.63 | 93.32 | 91.95 |
| 8 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.26 | 93.69 | 92.41 | 92.97 | 91.75 | 90.94 | 92.22 | 90.46 | 90.87 | 91.34 | 91.81 | 91.73 | 92.15 | 92.64 | 92.45 | 92.82 | 91.50 | 92.41 | 92.42 | 92.80 | 92.66 | 94.60 | 93.14 | 93.64 | 93.02 | 91.62 |
| 3 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 93.05 | 94.40 | 92.69 | 91.54 | 91.98 | 91.75 | 91.82 | 92.25 | 92.31 | 92.33 | 92.11 | 92.07 | 93.97 | 91.70 | 92.80 | 93.40 | 91.22 | 92.47 | 92.14 | 94.06 | 93.24 | 92.71 | 92.47 | 92.65 | 93.92 |
| 11 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.81 | 92.33 | 94.08 | 92.47 | 91.11 | 92.54 | 92.21 | 93.16 | 92.99 | 92.13 | 92.30 | 90.04 | 92.54 | 93.03 | 92.54 | 91.36 | 93.26 | 93.20 | 94.16 | 93.94 | 92.05 | 93.56 | 93.29 | 92.34 | 92.97 | 91.22 |
| 9 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.65 | 91.78 | 92.45 | 92.91 | 90.72 | 93.55 | 92.61 | 93.51 | 90.47 | 88.71 | 92.44 | 90.51 | 92.13 | 91.66 | 91.81 | 91.55 | 92.06 | 91.84 | 93.40 | 92.87 | 93.01 | 92.62 | 94.44 | 92.92 | 92.79 | 92.27 |
| 19 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.98 | 90.34 | 92.12 | 91.18 | 91.19 | 93.64 | 92.55 | 93.42 | 92.07 | 91.24 | 91.83 | 92.45 | 92.23 | 93.34 | 90.57 | 91.27 | 92.97 | 91.91 | 93.68 | 93.57 | 92.96 | 92.20 | 91.70 | 94.19 | 93.45 | 91.90 |
| 15 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.12 | 92.44 | 91.65 | 91.80 | 91.77 | 92.76 | 91.74 | 89.66 | 90.80 | 92.36 | 94.36 | 91.58 | 91.04 | 93.62 | 91.73 | 91.55 | 92.99 | 92.67 | 93.48 | 92.06 | 93.91 | 92.47 | 94.39 | 91.45 | 91.72 | 93.12 |
Size of the test data: (23, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 298 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.70 | -0.86 | 1.21 | 4.27 | 0.11 | -0.13 | -1.16 | 0.54 | 1.72 | 1.45 | 1.88 | -0.62 | 1.06 | 2.09 | 0.93 | -0.49 | 3.00 | 2.09 | -0.11 | 0.70 | 0.71 | 1.07 | 3.96 | 1.26 | 3.12 | 1.06 | 6 |
| 201 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.46 | 1.94 | 0.67 | 2.57 | 3.58 | -0.50 | 0.93 | 1.42 | 2.72 | 2.05 | 1.65 | -0.82 | 0.99 | 3.38 | 1.51 | 0.99 | 1.60 | 0.32 | 2.02 | -0.48 | 2.78 | 1.61 | 2.67 | 2.12 | 2.02 | 0.52 | 3 |
| 202 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.16 | 1.73 | 2.70 | 1.43 | 1.66 | -0.52 | 2.61 | 1.86 | 0.55 | 0.18 | 1.96 | -0.91 | 1.04 | 1.45 | 0.42 | 0.83 | 2.36 | 1.62 | 1.21 | -0.13 | 2.86 | 1.38 | 3.26 | 2.37 | 1.78 | 1.16 | 3 |
| 306 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.06 | 2.45 | 2.74 | 3.46 | 2.07 | -1.30 | 1.68 | 1.27 | 3.31 | 2.25 | 1.90 | -0.90 | 2.56 | 3.97 | 2.40 | 1.82 | 3.75 | 3.24 | 2.21 | -0.74 | 2.04 | 2.09 | 4.99 | 3.14 | 2.46 | 1.16 | 3 |
| 275 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.60 | -0.43 | 4.40 | 0.99 | 1.98 | -0.70 | 1.13 | 1.81 | 1.53 | 3.54 | 0.07 | -0.03 | 2.89 | 2.01 | 1.94 | 1.60 | 2.07 | 1.96 | 3.50 | 2.73 | 2.80 | 3.20 | 3.84 | 1.90 | 3.58 | 0.90 | 3 |
| 208 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.41 | 2.03 | 3.54 | 2.66 | 2.37 | -2.69 | 0.45 | 2.25 | 2.01 | 3.23 | 0.75 | 0.62 | 2.15 | 1.35 | 2.57 | 1.11 | 5.19 | 2.62 | 1.56 | 3.02 | 2.07 | 2.74 | 3.50 | 3.66 | 2.07 | -0.43 | 2 |
| 299 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.41 | 2.12 | 0.61 | 2.56 | 4.03 | 1.70 | 1.11 | 0.44 | 1.44 | 3.07 | 1.53 | 1.91 | 2.47 | 0.85 | -0.44 | 1.30 | 2.37 | 3.14 | 1.13 | -1.78 | 2.54 | 0.41 | 3.11 | 1.71 | 2.64 | 1.78 | 2 |
| 331 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.37 | 1.78 | 4.94 | 2.44 | 0.51 | 1.52 | 2.78 | -0.07 | 1.32 | 2.94 | 0.76 | 0.56 | 1.49 | 1.08 | 2.13 | -0.15 | 1.43 | 2.13 | 2.79 | 0.25 | 3.72 | 2.14 | 3.35 | 3.48 | 1.78 | 1.38 | 2 |
| 266 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.92 | 1.88 | 3.99 | 1.47 | 2.73 | 1.98 | 2.95 | 2.09 | 3.46 | 3.59 | 0.47 | -0.13 | 0.04 | 1.61 | 1.09 | 2.07 | 1.15 | 1.16 | 1.53 | -1.40 | 2.49 | 2.43 | 1.94 | 1.41 | 1.13 | 3.00 | 2 |
| 312 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.04 | 2.49 | 3.21 | 0.27 | 4.79 | -0.48 | 0.24 | 0.33 | 5.39 | 3.96 | 3.17 | 1.87 | 1.78 | -2.60 | 0.97 | 3.09 | 0.75 | 1.14 | 3.98 | 1.87 | 2.31 | 1.75 | 2.49 | 2.07 | 2.53 | 2.40 | 2 |
| 297 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.29 | 2.36 | 1.82 | 1.59 | 1.84 | 1.77 | 2.22 | 2.18 | 2.67 | 1.10 | 1.44 | 0.06 | -1.29 | -0.57 | 3.19 | 3.64 | 0.99 | 2.81 | 1.47 | 1.85 | 5.21 | 1.76 | 2.99 | 4.19 | 2.90 | 1.23 | 2 |
| 272 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.94 | 3.56 | 4.94 | 1.12 | -0.18 | 3.07 | 3.13 | 2.06 | 1.82 | 2.26 | 1.81 | 1.97 | 1.83 | 4.12 | 3.02 | 3.60 | 0.88 | 3.19 | 1.54 | 1.35 | 3.97 | 1.01 | 3.67 | 1.71 | 4.31 | 0.75 | 1 |
| 216 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.11 | 2.87 | 3.84 | 3.80 | 1.99 | 3.48 | 2.06 | 4.08 | 1.30 | 0.29 | 2.61 | -0.19 | 1.97 | 2.33 | 2.12 | 1.95 | 3.36 | 1.61 | 2.01 | 0.60 | 2.59 | 2.32 | 5.23 | 3.43 | 2.33 | 1.90 | 1 |
| 291 | 372 | 32 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.16 | 0.39 | 3.00 | 2.06 | 1.48 | 1.33 | 1.94 | 1.00 | 4.00 | 0.46 | 1.41 | 0.33 | -0.35 | 1.66 | 1.20 | 0.15 | 0.31 | 0.14 | 0.26 | 0.94 | 4.64 | 3.57 | 3.69 | 2.56 | 1.59 | 2.23 | 1 |
| 305 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.38 | 0.87 | 3.00 | 2.14 | 2.44 | 0.82 | 4.22 | -0.12 | 3.49 | 0.86 | 3.67 | 2.88 | 2.54 | 3.08 | 3.94 | -0.00 | 3.31 | 2.43 | 0.73 | 2.16 | 3.23 | 0.48 | 4.10 | 2.53 | 1.89 | 4.01 | 1 |
| 218 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.94 | 2.28 | 3.52 | 1.75 | 3.19 | 2.58 | 2.27 | -0.44 | 0.82 | 3.26 | 2.18 | 1.38 | 2.29 | 5.84 | 1.68 | 0.95 | 3.89 | 3.15 | 2.86 | 1.64 | 3.57 | 2.28 | 3.98 | 2.55 | 1.70 | 3.65 | 1 |
| 211 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.04 | 2.99 | 3.08 | 1.75 | 3.17 | 1.05 | 2.55 | 1.59 | 2.07 | 3.20 | 0.25 | 0.98 | 1.52 | 2.97 | 4.00 | 2.17 | 2.58 | 2.62 | 2.87 | 2.39 | 2.94 | 1.86 | 3.70 | 1.85 | 1.56 | 2.48 | 0 |
| 209 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.23 | 1.47 | 3.12 | 1.75 | 1.72 | 0.76 | 1.66 | 0.30 | 0.30 | 3.73 | 2.32 | 2.12 | 1.50 | 3.32 | 1.69 | 1.60 | 4.13 | 2.03 | 2.15 | 2.56 | 0.54 | 2.21 | 4.03 | 3.79 | 3.81 | 1.91 | 0 |
| 313 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.62 | 4.43 | 3.31 | 3.78 | 2.97 | 0.99 | 3.14 | 1.51 | 1.91 | 1.77 | 0.96 | 1.47 | 1.26 | 3.26 | 2.71 | 3.15 | 1.15 | 1.77 | 1.81 | 3.37 | 2.90 | 3.44 | 2.78 | 3.61 | 3.00 | 0.56 | 0 |
| 314 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.45 | 4.02 | 4.73 | 2.57 | 2.85 | 2.10 | 0.80 | 1.59 | 1.77 | 2.67 | 1.01 | 2.32 | 2.68 | 4.59 | 3.37 | 2.66 | 4.52 | 1.06 | 2.30 | 2.55 | 3.81 | 3.27 | 2.47 | 3.07 | 2.57 | 2.33 | 0 |
| 376 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.67 | 1.58 | 3.18 | 3.15 | 1.74 | 4.00 | 2.44 | 4.68 | 4.46 | 2.69 | 2.41 | 0.47 | 2.43 | 2.53 | 2.00 | 0.08 | 2.45 | 4.77 | 3.16 | 2.94 | 2.53 | 4.84 | 3.58 | 2.90 | 3.55 | 1.80 | 0 |
| 361 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.75 | 2.12 | 2.02 | 0.61 | 0.86 | 2.09 | 2.21 | 0.16 | 2.60 | 1.67 | 0.85 | 2.72 | 3.38 | 1.29 | 1.87 | 2.40 | 1.32 | 2.52 | 2.80 | 2.19 | 4.77 | 1.92 | 1.97 | 3.32 | 1.49 | 3.54 | 0 |
| 217 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.70 | 1.19 | 2.77 | 2.10 | 2.23 | 4.54 | 3.02 | 2.55 | 3.44 | 1.57 | 0.96 | 2.26 | 2.10 | 3.22 | 0.66 | 1.54 | 3.32 | 3.34 | 3.54 | 3.05 | 2.23 | 1.52 | 2.90 | 4.70 | 2.51 | 3.41 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_20 | 90.499130 | 0.698563 |
| mAP_valid_abs_values_11 | 90.297391 | 0.768642 |
| mAP_valid_abs_values_19 | 90.287391 | 0.738833 |
| mAP_valid_abs_values_12 | 90.255652 | 0.457273 |
| mAP_valid_abs_values_22 | 90.178696 | 0.756327 |
| mAP_valid_abs_values_6 | 90.017391 | 0.831806 |
| mAP_valid_abs_values_18 | 90.008261 | 0.791711 |
| mAP_valid_abs_values_16 | 89.980870 | 0.719557 |
| mAP_valid_abs_values_13 | 89.925217 | 0.812985 |
| mAP_valid_abs_values_25 | 89.901304 | 0.887275 |
| mAP_valid_abs_values_17 | 89.859130 | 0.791741 |
| mAP_valid_abs_values_2 | 89.756522 | 0.823632 |
| mAP_valid_abs_values_8 | 89.685217 | 0.922348 |
| mAP_valid_abs_values_14 | 89.684348 | 0.987305 |
| mAP_valid_abs_values_15 | 89.670435 | 0.736530 |
| mAP_valid_abs_values_23 | 89.633043 | 0.813793 |
| mAP_valid_abs_values_7 | 89.629130 | 0.741141 |
| mAP_valid_abs_values_26 | 89.596522 | 0.960074 |
| mAP_valid_abs_values_21 | 89.584348 | 1.052736 |
| mAP_valid_abs_values_4 | 89.519130 | 0.590176 |
| mAP_valid_abs_values_10 | 89.394783 | 0.722803 |
| mAP_valid_abs_values_24 | 89.389565 | 0.754137 |
| mAP_valid_abs_values_9 | 89.304783 | 0.817151 |
| mAP_valid_abs_values_5 | 89.286087 | 0.629370 |
| mAP_valid_abs_values_3 | 89.261304 | 1.024523 |
| mAP_valid_abs_values | 89.245652 | 0.831187 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.646413 | 1.870113 |
| mAP_test_abs_values_21 | 92.469565 | 0.914848 |
| mAP_test_abs_values_19 | 92.405543 | 1.033924 |
| mAP_test_abs_values_22 | 92.305217 | 0.901330 |
| mAP_test_abs_values_25 | 92.265978 | 1.055853 |
| mAP_test_abs_values_17 | 92.264130 | 1.077058 |
| mAP_test_abs_values_3 | 92.164783 | 1.270290 |
| mAP_test_abs_values_24 | 92.155109 | 1.033978 |
| mAP_test_abs_values_14 | 92.124565 | 1.412983 |
| mAP_test_abs_values_18 | 92.113696 | 1.040775 |
| mAP_test_abs_values_11 | 91.918913 | 1.020850 |
| average_map | 91.782667 | 0.464638 |
| mAP_test_abs_values | 91.693804 | 1.448104 |
| mAP_test_abs_values_9 | 91.667283 | 1.052634 |
| mAP_test_abs_values_2 | 91.651957 | 0.982356 |
| mAP_test_abs_values_20 | 91.649348 | 1.366319 |
| mAP_test_abs_values_5 | 91.598913 | 1.097020 |
| mAP_test_abs_values_16 | 91.584783 | 0.976316 |
| mAP_test_abs_values_10 | 91.567283 | 1.048173 |
| mAP_test_abs_values_26 | 91.493696 | 1.153700 |
| mAP_test_abs_values_13 | 91.445435 | 1.004173 |
| mAP_test_abs_values_4 | 91.350435 | 1.100607 |
| mAP_test_abs_values_15 | 91.311413 | 2.035151 |
| mAP_test_abs_values_7 | 91.290435 | 1.155043 |
| mAP_test_abs_values_6 | 91.172283 | 1.233186 |
| mAP_test_abs_values_8 | 91.071739 | 1.315725 |
| mAP_test_abs_values_12 | 90.966630 | 1.103815 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.15 | 84.36 | 84.63 | 74.20 | 81.71 | 83.87 | 81.83 | 83.90 | 84.42 | 83.11 | 82.94 | 83.63 | 80.59 | 78.48 | 81.56 | 81.32 | 81.12 | 78.61 | 84.82 | 84.02 | 77.65 | 82.23 | 78.83 | 78.80 | 82.06 | 82.83 |
| 5 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.42 | 86.03 | 84.85 | 85.56 | 88.77 | 83.49 | 85.34 | 86.16 | 88.39 | 87.27 | 82.95 | 85.82 | 83.31 | 86.71 | 87.13 | 84.28 | 42.66 | 84.36 | 85.27 | 87.32 | 86.48 | 85.88 | 86.36 | 86.34 | 87.39 | 86.81 |
| 6 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.35 | 83.04 | 84.00 | 86.69 | 85.56 | 84.34 | 85.87 | 87.00 | 86.46 | 84.91 | 86.01 | 85.03 | 88.53 | 85.02 | 88.39 | 82.85 | 84.16 | 84.02 | 86.36 | 85.37 | 85.65 | 86.94 | 84.30 | 84.78 | 85.72 | 84.35 |
| 7 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.14 | 86.90 | 85.53 | 84.88 | 88.08 | 86.28 | 85.75 | 87.48 | 84.63 | 84.32 | 86.65 | 86.66 | 84.72 | 85.79 | 86.84 | 85.26 | 87.12 | 85.10 | 86.28 | 85.72 | 86.79 | 85.89 | 85.61 | 87.85 | 87.09 | 87.08 |
| 12 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.76 | 86.14 | 87.96 | 89.95 | 85.88 | 88.63 | 86.96 | 90.89 | 86.55 | 86.33 | 88.12 | 87.79 | 88.66 | 87.26 | 86.38 | 87.64 | 87.51 | 87.84 | 88.55 | 87.95 | 88.21 | 88.44 | 87.14 | 88.80 | 87.89 | 86.47 |
| 13 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.33 | 88.73 | 87.86 | 87.62 | 90.78 | 88.53 | 88.92 | 88.05 | 88.07 | 86.47 | 89.03 | 89.20 | 88.45 | 87.88 | 87.48 | 89.54 | 88.41 | 87.96 | 88.48 | 88.78 | 88.96 | 89.07 | 88.64 | 87.66 | 90.01 | 90.31 |
| 14 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.05 | 89.18 | 87.74 | 86.85 | 89.73 | 89.46 | 88.21 | 90.23 | 87.51 | 88.48 | 89.32 | 89.43 | 89.27 | 89.20 | 89.10 | 89.19 | 42.66 | 90.04 | 90.20 | 88.05 | 88.58 | 88.33 | 87.69 | 88.35 | 86.82 | 89.11 |
| 15 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.26 | 88.20 | 88.12 | 87.28 | 88.64 | 88.49 | 87.42 | 89.48 | 87.53 | 88.66 | 89.15 | 89.09 | 88.40 | 89.06 | 88.26 | 89.04 | 89.95 | 86.62 | 89.52 | 90.38 | 87.50 | 88.89 | 86.51 | 86.95 | 89.01 | 86.71 |
| 20 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.01 | 87.62 | 88.41 | 88.19 | 87.82 | 88.25 | 90.18 | 86.77 | 90.00 | 87.87 | 89.33 | 88.43 | 87.91 | 87.56 | 88.16 | 89.42 | 87.89 | 88.76 | 89.34 | 90.12 | 88.15 | 89.58 | 88.50 | 87.35 | 86.99 | 89.01 |
| 21 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.95 | 88.10 | 87.66 | 89.17 | 87.02 | 88.68 | 87.12 | 88.56 | 87.76 | 88.50 | 88.55 | 89.01 | 88.25 | 87.96 | 88.74 | 89.22 | 89.04 | 89.70 | 88.78 | 87.67 | 87.48 | 87.54 | 89.07 | 87.09 | 87.48 | 89.52 |
| 22 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.58 | 89.79 | 87.75 | 88.04 | 87.79 | 87.94 | 89.97 | 89.05 | 88.75 | 87.66 | 89.21 | 89.03 | 89.30 | 87.40 | 89.00 | 87.95 | 86.94 | 86.64 | 89.48 | 87.31 | 89.12 | 87.50 | 88.15 | 88.53 | 87.72 | 90.33 |
| 23 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.22 | 87.75 | 42.66 | 89.09 | 90.22 | 89.43 | 87.75 | 89.88 | 87.17 | 88.83 | 88.62 | 90.22 | 89.70 | 88.03 | 88.04 | 87.21 | 89.02 | 86.95 | 88.45 | 89.30 | 89.36 | 88.21 | 88.51 | 89.27 | 87.87 | 88.49 |
| 28 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.89 | 87.27 | 85.34 | 85.37 | 86.13 | 88.23 | 87.22 | 87.20 | 88.20 | 88.78 | 89.29 | 88.67 | 88.33 | 88.25 | 87.15 | 86.46 | 87.33 | 87.64 | 86.92 | 88.98 | 87.52 | 88.52 | 86.89 | 87.60 | 89.77 | 86.01 |
| 29 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.95 | 88.49 | 86.56 | 87.60 | 88.59 | 87.63 | 87.02 | 87.84 | 88.70 | 89.29 | 88.43 | 89.25 | 87.53 | 86.73 | 89.09 | 89.25 | 88.03 | 87.73 | 88.10 | 90.48 | 89.40 | 86.72 | 87.37 | 89.12 | 89.36 | 88.03 |
| 30 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.46 | 88.01 | 86.72 | 89.02 | 87.33 | 87.82 | 88.78 | 87.42 | 89.66 | 88.40 | 90.16 | 86.76 | 86.21 | 89.24 | 89.32 | 88.23 | 87.36 | 89.08 | 88.73 | 87.96 | 86.78 | 90.53 | 89.73 | 88.39 | 89.34 | 86.73 |
| 31 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.11 | 89.68 | 87.29 | 89.87 | 88.38 | 88.51 | 88.27 | 88.49 | 89.29 | 90.03 | 89.78 | 89.25 | 88.76 | 88.64 | 88.20 | 88.85 | 88.44 | 89.62 | 87.28 | 88.74 | 88.07 | 88.20 | 87.34 | 89.14 | 87.98 | 88.51 |
| 36 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.18 | 78.33 | 80.63 | 83.84 | 83.38 | 83.20 | 86.15 | 86.05 | 85.27 | 82.59 | 85.86 | 86.90 | 85.40 | 85.19 | 84.80 | 86.16 | 85.43 | 86.30 | 85.39 | 86.52 | 85.92 | 84.23 | 85.35 | 79.48 | 84.98 | 82.13 |
| 37 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.15 | 85.31 | 85.56 | 89.24 | 85.97 | 85.12 | 85.60 | 86.60 | 83.36 | 87.68 | 85.57 | 84.85 | 85.45 | 87.89 | 85.53 | 84.70 | 85.71 | 83.10 | 87.45 | 86.26 | 85.61 | 86.34 | 83.94 | 87.91 | 85.55 | 83.36 |
| 38 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.78 | 86.71 | 83.34 | 86.28 | 86.67 | 87.51 | 84.22 | 87.11 | 87.27 | 86.74 | 85.23 | 86.46 | 84.75 | 85.90 | 87.90 | 84.94 | 85.68 | 86.83 | 86.70 | 85.88 | 86.71 | 88.31 | 87.85 | 86.71 | 86.30 | 86.68 |
| 39 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.89 | 84.71 | 84.04 | 85.75 | 84.61 | 84.60 | 84.19 | 85.70 | 85.76 | 83.42 | 86.02 | 86.13 | 84.64 | 84.63 | 83.98 | 82.56 | 86.38 | 84.35 | 84.65 | 86.13 | 85.67 | 86.07 | 84.95 | 85.31 | 85.27 | 42.66 |
| 44 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.31 | 88.41 | 86.61 | 87.21 | 88.46 | 86.03 | 87.68 | 87.26 | 88.13 | 88.18 | 89.29 | 88.10 | 87.45 | 86.86 | 88.44 | 89.79 | 88.33 | 88.18 | 88.18 | 87.82 | 87.66 | 88.44 | 88.28 | 87.92 | 88.59 | 89.91 |
| 45 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.49 | 89.19 | 88.93 | 90.27 | 88.00 | 87.75 | 89.36 | 89.13 | 90.26 | 88.84 | 88.54 | 89.37 | 87.92 | 88.66 | 87.89 | 88.68 | 88.40 | 88.88 | 88.83 | 90.29 | 88.74 | 88.24 | 87.76 | 88.72 | 88.85 | 88.10 |
| 46 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.54 | 87.92 | 87.60 | 87.34 | 88.52 | 86.55 | 88.20 | 89.29 | 88.64 | 87.33 | 88.46 | 88.30 | 88.69 | 87.78 | 88.66 | 88.79 | 88.77 | 87.85 | 88.02 | 91.55 | 88.84 | 87.93 | 88.46 | 89.18 | 87.78 | 90.20 |
| 47 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.78 | 89.77 | 88.42 | 88.56 | 87.51 | 88.08 | 87.37 | 88.90 | 89.16 | 86.64 | 88.29 | 89.20 | 89.01 | 88.49 | 89.78 | 88.58 | 88.06 | 88.64 | 89.21 | 89.43 | 88.19 | 86.24 | 88.50 | 88.76 | 89.99 | 88.83 |
| 52 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.32 | 87.87 | 86.88 | 89.92 | 87.40 | 89.01 | 88.24 | 87.36 | 87.51 | 88.18 | 89.69 | 87.63 | 88.62 | 88.96 | 89.20 | 87.00 | 87.71 | 89.71 | 88.05 | 87.69 | 88.05 | 88.48 | 88.40 | 86.97 | 89.19 | 88.17 |
| 53 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.21 | 89.19 | 89.18 | 89.19 | 88.04 | 89.48 | 87.71 | 88.28 | 86.84 | 88.37 | 89.50 | 89.76 | 89.35 | 89.80 | 90.91 | 88.31 | 88.55 | 89.04 | 89.01 | 87.71 | 88.78 | 89.09 | 86.14 | 86.09 | 88.36 | 88.73 |
| 54 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.57 | 87.63 | 88.60 | 86.62 | 89.36 | 88.15 | 89.81 | 89.70 | 88.66 | 88.59 | 87.23 | 89.38 | 89.34 | 89.26 | 88.26 | 88.92 | 89.37 | 89.15 | 89.44 | 87.08 | 89.02 | 88.71 | 88.81 | 87.51 | 89.94 | 88.15 |
| 55 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.45 | 89.25 | 85.53 | 90.59 | 87.07 | 89.40 | 87.45 | 89.31 | 89.11 | 88.76 | 89.76 | 90.00 | 88.61 | 87.89 | 86.64 | 89.29 | 89.36 | 87.16 | 89.56 | 88.88 | 87.67 | 88.40 | 88.62 | 88.72 | 89.48 | 89.51 |
| 60 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.08 | 87.96 | 86.24 | 87.00 | 88.44 | 88.05 | 87.20 | 88.28 | 88.30 | 89.10 | 88.81 | 88.27 | 89.89 | 88.72 | 88.98 | 89.93 | 88.40 | 89.55 | 88.78 | 88.05 | 89.04 | 87.86 | 86.64 | 88.24 | 89.02 | 86.88 |
| 61 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.02 | 88.91 | 88.74 | 87.32 | 89.12 | 87.69 | 88.76 | 87.78 | 88.15 | 87.61 | 88.31 | 88.38 | 89.09 | 87.98 | 89.39 | 89.56 | 89.19 | 87.77 | 88.34 | 88.37 | 89.49 | 88.71 | 88.93 | 89.74 | 89.16 | 87.43 |
| 62 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.99 | 87.91 | 87.55 | 88.45 | 85.50 | 89.14 | 87.58 | 87.97 | 87.86 | 89.79 | 89.22 | 88.77 | 88.69 | 88.26 | 87.33 | 89.69 | 89.42 | 88.49 | 89.57 | 88.61 | 87.06 | 87.93 | 88.66 | 87.35 | 88.69 | 88.48 |
| 63 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.65 | 88.03 | 87.93 | 89.11 | 88.06 | 87.94 | 90.51 | 87.91 | 88.78 | 88.86 | 87.84 | 88.98 | 89.95 | 89.12 | 88.17 | 88.75 | 88.96 | 88.79 | 89.29 | 88.74 | 89.01 | 88.49 | 87.82 | 88.21 | 88.49 | 87.88 |
| 68 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 81.64 | 83.88 | 82.84 | 80.59 | 83.16 | 83.68 | 82.40 | 85.04 | 85.49 | 86.42 | 86.37 | 82.89 | 85.25 | 84.59 | 81.42 | 86.51 | 83.94 | 84.62 | 85.58 | 85.03 | 85.30 | 84.31 | 83.85 | 80.97 | 85.84 | 83.67 |
| 69 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.56 | 88.39 | 86.81 | 84.90 | 84.82 | 87.67 | 85.94 | 84.88 | 86.43 | 86.54 | 86.05 | 88.26 | 85.61 | 86.45 | 87.02 | 84.64 | 86.41 | 85.45 | 86.38 | 85.29 | 86.41 | 87.21 | 86.73 | 87.70 | 86.30 | 88.35 |
| 70 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.99 | 84.64 | 85.65 | 83.89 | 85.44 | 87.15 | 85.37 | 87.47 | 84.96 | 86.29 | 86.79 | 86.88 | 83.34 | 85.14 | 85.40 | 85.36 | 86.38 | 86.01 | 86.60 | 86.58 | 85.69 | 86.91 | 86.27 | 87.26 | 85.36 | 86.53 |
| 71 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.77 | 86.61 | 85.44 | 85.21 | 86.13 | 87.50 | 85.33 | 88.14 | 85.01 | 84.66 | 86.39 | 88.33 | 84.60 | 86.23 | 86.54 | 85.20 | 85.67 | 85.91 | 85.78 | 85.54 | 86.25 | 86.91 | 84.74 | 85.69 | 86.99 | 84.41 |
| 76 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.15 | 88.05 | 86.63 | 87.38 | 87.83 | 87.94 | 89.55 | 87.68 | 87.29 | 86.92 | 87.94 | 88.70 | 87.82 | 86.70 | 88.98 | 89.72 | 88.08 | 89.22 | 87.30 | 87.65 | 87.36 | 88.45 | 87.36 | 87.43 | 88.74 | 89.42 |
| 77 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.52 | 86.49 | 88.20 | 87.73 | 87.28 | 88.09 | 88.33 | 88.72 | 89.19 | 87.61 | 88.62 | 89.54 | 89.22 | 89.42 | 89.67 | 89.82 | 87.75 | 88.53 | 88.30 | 86.95 | 88.65 | 90.56 | 87.79 | 89.78 | 87.66 | 89.13 |
| 78 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.62 | 88.54 | 87.11 | 87.60 | 89.09 | 86.72 | 88.29 | 89.60 | 89.34 | 88.41 | 88.59 | 88.94 | 87.85 | 87.32 | 88.76 | 88.62 | 88.00 | 89.61 | 89.95 | 87.77 | 88.72 | 88.18 | 90.01 | 87.20 | 88.76 | 88.51 |
| 79 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.73 | 88.67 | 88.55 | 88.77 | 88.81 | 88.28 | 88.16 | 88.12 | 87.68 | 87.92 | 88.48 | 89.16 | 86.60 | 89.72 | 42.66 | 88.31 | 87.50 | 88.02 | 89.86 | 90.24 | 88.84 | 87.52 | 88.60 | 89.09 | 89.97 | 89.43 |
| 84 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.20 | 87.96 | 86.39 | 88.72 | 88.01 | 87.52 | 86.93 | 88.14 | 86.32 | 87.40 | 88.85 | 88.84 | 86.11 | 88.82 | 87.85 | 89.79 | 87.98 | 88.24 | 88.69 | 87.58 | 87.68 | 89.18 | 87.75 | 86.74 | 88.34 | 88.38 |
| 85 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.59 | 87.44 | 88.39 | 88.31 | 86.74 | 89.37 | 90.08 | 88.13 | 91.21 | 87.94 | 89.89 | 88.03 | 90.81 | 87.65 | 88.54 | 88.02 | 86.70 | 88.77 | 88.34 | 86.90 | 86.12 | 90.10 | 85.74 | 87.37 | 86.91 | 87.73 |
| 86 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.30 | 87.69 | 88.96 | 88.26 | 86.27 | 88.78 | 88.67 | 88.31 | 89.70 | 88.12 | 88.06 | 89.19 | 87.05 | 88.23 | 89.05 | 89.12 | 88.01 | 88.76 | 88.50 | 86.85 | 88.10 | 89.57 | 42.66 | 87.98 | 87.31 | 89.13 |
| 87 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.11 | 87.81 | 86.53 | 88.68 | 87.57 | 88.24 | 88.83 | 87.94 | 90.00 | 87.99 | 86.29 | 88.39 | 86.59 | 88.01 | 88.56 | 91.74 | 88.44 | 89.44 | 87.91 | 89.21 | 87.24 | 88.03 | 89.23 | 88.12 | 87.28 | 86.11 |
| 92 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.47 | 89.40 | 87.70 | 88.94 | 89.24 | 88.83 | 87.37 | 88.03 | 88.55 | 88.88 | 88.15 | 88.59 | 88.26 | 88.80 | 88.34 | 87.92 | 87.44 | 87.30 | 87.78 | 88.39 | 87.54 | 88.57 | 88.72 | 87.77 | 88.27 | 88.97 |
| 93 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.01 | 88.50 | 86.11 | 90.18 | 87.00 | 88.06 | 85.78 | 89.52 | 87.37 | 88.86 | 87.70 | 88.73 | 87.34 | 87.33 | 42.66 | 86.94 | 87.77 | 87.60 | 88.06 | 87.51 | 86.69 | 86.86 | 87.62 | 87.94 | 87.87 | 88.17 |
| 94 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.05 | 88.09 | 85.37 | 87.96 | 87.30 | 88.46 | 89.36 | 90.19 | 88.85 | 88.47 | 88.68 | 89.06 | 88.47 | 88.79 | 87.29 | 88.84 | 89.00 | 87.90 | 88.12 | 87.05 | 87.80 | 88.90 | 86.96 | 89.14 | 87.12 | 85.90 |
| 95 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.33 | 88.49 | 88.57 | 87.77 | 88.19 | 87.03 | 87.98 | 88.19 | 89.49 | 86.44 | 87.09 | 88.23 | 89.50 | 87.05 | 88.89 | 86.72 | 88.45 | 88.36 | 86.95 | 88.32 | 87.95 | 88.38 | 86.79 | 88.34 | 88.74 | 88.10 |
| 100 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.76 | 78.51 | 80.38 | 77.24 | 80.72 | 82.78 | 80.83 | 81.59 | 81.40 | 82.47 | 83.28 | 83.44 | 84.31 | 83.68 | 76.95 | 83.69 | 80.03 | 72.31 | 84.43 | 82.75 | 84.10 | 79.71 | 82.95 | 78.09 | 84.46 | 83.75 |
| 101 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.26 | 84.60 | 83.93 | 87.85 | 85.73 | 86.26 | 84.85 | 86.63 | 86.86 | 85.86 | 85.81 | 86.49 | 83.41 | 86.42 | 87.87 | 84.03 | 85.11 | 81.49 | 85.50 | 87.93 | 85.91 | 87.92 | 85.90 | 86.30 | 85.72 | 86.76 |
| 102 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.56 | 88.56 | 84.69 | 88.06 | 85.31 | 83.97 | 86.86 | 86.87 | 86.53 | 87.20 | 88.08 | 85.51 | 83.68 | 86.40 | 88.11 | 86.75 | 85.53 | 86.49 | 85.43 | 85.45 | 87.09 | 87.22 | 85.99 | 84.78 | 86.03 | 85.83 |
| 103 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.13 | 87.07 | 85.99 | 84.90 | 85.53 | 85.66 | 85.66 | 85.80 | 83.97 | 84.26 | 85.96 | 85.72 | 82.25 | 83.03 | 87.39 | 86.62 | 84.40 | 82.32 | 84.62 | 85.28 | 82.86 | 85.43 | 86.94 | 85.85 | 85.44 | 85.15 |
| 108 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.81 | 88.90 | 87.24 | 86.77 | 87.35 | 88.34 | 86.36 | 88.31 | 87.44 | 86.17 | 87.68 | 88.26 | 89.53 | 87.85 | 88.40 | 88.97 | 89.10 | 87.78 | 87.52 | 87.84 | 88.13 | 87.87 | 88.36 | 88.59 | 87.72 | 88.48 |
| 109 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.63 | 87.91 | 88.09 | 86.80 | 86.75 | 89.72 | 89.00 | 87.64 | 88.65 | 88.78 | 90.18 | 91.26 | 88.57 | 89.42 | 89.41 | 90.42 | 88.46 | 89.28 | 88.50 | 87.84 | 87.87 | 89.55 | 87.50 | 88.42 | 88.99 | 88.01 |
| 110 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.93 | 87.99 | 88.58 | 87.71 | 88.27 | 88.24 | 87.40 | 88.11 | 88.33 | 88.07 | 88.38 | 89.43 | 86.16 | 89.50 | 88.75 | 88.85 | 87.40 | 87.90 | 88.88 | 90.01 | 88.44 | 88.04 | 88.50 | 88.05 | 89.64 | 89.65 |
| 111 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.57 | 89.15 | 87.56 | 89.42 | 88.54 | 87.85 | 88.93 | 88.11 | 89.39 | 88.04 | 88.77 | 90.69 | 89.45 | 90.24 | 89.09 | 90.25 | 88.75 | 89.74 | 89.32 | 87.75 | 87.68 | 88.88 | 88.23 | 88.07 | 89.62 | 89.16 |
| 116 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.11 | 88.89 | 87.92 | 86.32 | 86.40 | 87.78 | 86.41 | 87.30 | 87.93 | 87.52 | 88.27 | 88.08 | 86.88 | 89.21 | 86.69 | 89.08 | 86.76 | 88.69 | 88.32 | 89.03 | 87.97 | 89.64 | 87.97 | 87.46 | 89.14 | 87.76 |
| 117 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.65 | 87.20 | 87.85 | 87.77 | 89.00 | 88.21 | 87.83 | 89.08 | 89.10 | 89.18 | 89.28 | 88.96 | 88.60 | 88.29 | 89.11 | 89.30 | 89.56 | 88.97 | 89.26 | 87.45 | 89.47 | 88.73 | 88.83 | 89.28 | 87.61 | 87.93 |
| 118 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.26 | 88.86 | 86.61 | 88.83 | 86.83 | 87.07 | 86.98 | 89.56 | 87.72 | 89.20 | 89.75 | 88.92 | 88.81 | 89.32 | 90.00 | 88.01 | 87.27 | 88.97 | 87.78 | 89.15 | 88.14 | 88.28 | 88.41 | 86.17 | 88.12 | 88.46 |
| 119 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.38 | 87.87 | 87.76 | 87.23 | 89.51 | 88.08 | 88.31 | 89.66 | 87.74 | 90.11 | 88.15 | 89.98 | 88.26 | 88.35 | 89.47 | 88.45 | 88.93 | 90.34 | 88.72 | 88.45 | 88.82 | 89.66 | 87.52 | 87.65 | 89.63 | 88.38 |
| 124 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.77 | 89.28 | 86.93 | 87.21 | 86.92 | 89.02 | 86.11 | 88.12 | 88.05 | 89.50 | 88.39 | 87.54 | 89.04 | 88.34 | 87.66 | 88.43 | 86.98 | 89.73 | 88.74 | 89.38 | 89.43 | 88.48 | 87.27 | 89.11 | 87.87 | 89.16 |
| 125 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.23 | 88.73 | 87.21 | 90.55 | 86.54 | 87.58 | 88.65 | 87.70 | 88.00 | 88.65 | 89.19 | 89.40 | 89.19 | 87.27 | 89.79 | 89.59 | 90.16 | 88.26 | 88.43 | 88.44 | 90.09 | 88.41 | 88.14 | 88.51 | 87.71 | 88.68 |
| 126 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.11 | 88.94 | 89.03 | 88.03 | 87.49 | 88.30 | 86.68 | 88.12 | 88.21 | 88.78 | 89.77 | 87.07 | 90.45 | 89.88 | 89.56 | 88.10 | 87.94 | 88.63 | 89.92 | 88.52 | 88.89 | 89.26 | 87.27 | 88.38 | 87.42 | 89.12 |
| 127 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.53 | 89.03 | 86.87 | 86.64 | 88.12 | 86.90 | 89.71 | 87.71 | 88.12 | 88.95 | 88.61 | 87.81 | 88.53 | 89.36 | 90.09 | 88.61 | 88.40 | 89.21 | 87.30 | 90.00 | 88.36 | 87.22 | 88.96 | 89.64 | 89.04 | 89.27 |
| 132 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.04 | 78.30 | 76.95 | 78.09 | 83.86 | 84.08 | 85.88 | 81.32 | 84.46 | 82.34 | 84.01 | 84.59 | 83.34 | 80.35 | 75.78 | 83.25 | 84.08 | 84.59 | 87.26 | 83.10 | 78.87 | 86.42 | 83.71 | 77.28 | 85.09 | 85.86 |
| 133 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.87 | 83.74 | 86.71 | 86.01 | 84.26 | 85.38 | 86.33 | 88.20 | 86.85 | 84.47 | 86.33 | 85.70 | 85.10 | 86.49 | 86.85 | 84.68 | 86.82 | 85.73 | 87.47 | 85.80 | 85.74 | 85.54 | 84.97 | 85.32 | 85.15 | 85.76 |
| 134 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.09 | 83.53 | 85.12 | 85.04 | 87.60 | 86.58 | 82.92 | 84.32 | 84.54 | 85.23 | 87.10 | 84.55 | 86.85 | 86.37 | 84.56 | 87.18 | 85.29 | 84.28 | 90.10 | 85.76 | 86.12 | 86.63 | 86.61 | 86.77 | 87.80 | 87.16 |
| 135 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.30 | 85.93 | 86.39 | 86.40 | 87.29 | 85.52 | 85.36 | 87.24 | 87.32 | 84.95 | 88.04 | 86.44 | 85.07 | 86.70 | 86.98 | 86.53 | 87.50 | 86.27 | 87.96 | 86.34 | 88.16 | 87.38 | 86.68 | 86.33 | 85.34 | 86.80 |
| 140 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.48 | 86.22 | 87.66 | 87.36 | 86.70 | 88.89 | 87.78 | 88.15 | 87.81 | 87.96 | 87.25 | 88.70 | 88.25 | 87.61 | 88.13 | 88.27 | 90.50 | 88.27 | 87.03 | 88.18 | 88.95 | 88.85 | 87.96 | 88.85 | 88.34 | 89.42 |
| 141 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.69 | 88.88 | 88.64 | 89.14 | 87.26 | 88.25 | 89.71 | 89.13 | 88.78 | 87.44 | 89.10 | 88.96 | 87.50 | 88.32 | 88.06 | 90.08 | 88.19 | 89.30 | 89.32 | 89.36 | 89.28 | 87.77 | 89.35 | 88.31 | 88.77 | 89.03 |
| 142 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.55 | 88.16 | 88.75 | 88.38 | 89.59 | 86.95 | 86.45 | 87.57 | 87.94 | 88.01 | 88.80 | 88.81 | 89.68 | 88.23 | 88.20 | 88.14 | 88.57 | 89.91 | 89.64 | 90.44 | 88.22 | 88.61 | 88.49 | 88.61 | 88.20 | 89.43 |
| 143 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.40 | 89.53 | 87.81 | 88.36 | 88.29 | 88.87 | 87.94 | 87.59 | 89.11 | 88.64 | 88.82 | 89.42 | 87.67 | 86.56 | 88.68 | 90.19 | 88.92 | 89.08 | 91.11 | 87.84 | 87.59 | 87.47 | 87.28 | 88.12 | 89.31 | 89.21 |
| 148 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.30 | 42.66 | 88.65 | 87.13 | 87.57 | 88.27 | 87.90 | 89.95 | 87.16 | 89.19 | 88.50 | 87.42 | 89.56 | 89.85 | 89.30 | 89.08 | 88.09 | 88.09 | 87.20 | 87.92 | 87.77 | 88.56 | 88.11 | 90.19 | 88.10 | 87.68 |
| 149 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.62 | 88.82 | 89.14 | 88.52 | 88.65 | 88.68 | 88.13 | 88.96 | 88.93 | 88.23 | 87.77 | 89.19 | 89.57 | 89.50 | 90.16 | 88.67 | 88.60 | 88.54 | 89.19 | 89.21 | 87.91 | 89.17 | 87.94 | 88.31 | 88.83 | 88.58 |
| 150 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.61 | 87.68 | 89.03 | 86.72 | 89.44 | 89.42 | 87.69 | 89.36 | 89.61 | 88.19 | 88.25 | 88.97 | 88.67 | 88.28 | 88.74 | 88.71 | 90.26 | 88.32 | 90.79 | 90.03 | 87.40 | 87.86 | 90.08 | 89.41 | 91.47 | 90.36 |
| 151 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.94 | 89.79 | 87.23 | 88.42 | 88.41 | 88.00 | 88.34 | 89.98 | 88.29 | 88.10 | 86.97 | 88.54 | 89.28 | 89.77 | 90.25 | 88.84 | 88.98 | 86.54 | 89.26 | 88.97 | 87.53 | 87.04 | 88.52 | 88.71 | 87.63 | 90.02 |
| 156 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.37 | 88.94 | 87.35 | 88.92 | 85.61 | 89.41 | 87.24 | 86.83 | 87.44 | 87.35 | 88.40 | 89.18 | 88.26 | 87.96 | 88.42 | 89.50 | 87.78 | 88.36 | 89.43 | 85.74 | 88.79 | 87.07 | 86.13 | 87.86 | 89.44 | 85.32 |
| 157 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.05 | 88.21 | 88.80 | 88.40 | 88.14 | 87.27 | 88.01 | 89.54 | 89.50 | 88.59 | 88.09 | 87.62 | 88.22 | 89.19 | 89.04 | 89.03 | 89.83 | 88.67 | 88.66 | 89.36 | 89.66 | 88.60 | 88.29 | 87.89 | 88.30 | 88.27 |
| 158 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.33 | 87.59 | 87.29 | 89.28 | 88.43 | 88.21 | 88.17 | 88.71 | 89.91 | 87.13 | 88.68 | 88.44 | 88.99 | 90.69 | 90.07 | 88.48 | 89.36 | 88.60 | 90.06 | 87.40 | 89.62 | 88.40 | 88.30 | 87.80 | 88.68 | 88.20 |
| 159 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.30 | 86.78 | 86.62 | 87.98 | 88.63 | 88.06 | 88.96 | 86.66 | 88.77 | 88.68 | 88.21 | 88.85 | 89.72 | 88.37 | 88.06 | 87.79 | 89.57 | 90.73 | 88.77 | 88.84 | 88.11 | 88.74 | 89.83 | 87.18 | 88.60 | 87.35 |
| 164 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 81.44 | 86.84 | 83.55 | 84.99 | 81.38 | 83.87 | 83.74 | 86.32 | 86.17 | 87.47 | 86.14 | 85.41 | 84.32 | 85.34 | 84.58 | 86.53 | 86.23 | 87.01 | 85.59 | 85.49 | 85.53 | 84.60 | 85.53 | 83.97 | 87.21 | 85.95 |
| 165 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.31 | 86.86 | 87.48 | 87.59 | 85.32 | 85.38 | 86.60 | 88.21 | 85.65 | 86.78 | 86.46 | 88.39 | 86.28 | 86.15 | 84.71 | 85.42 | 86.45 | 86.69 | 87.71 | 87.09 | 87.30 | 85.83 | 86.74 | 85.97 | 86.89 | 86.52 |
| 166 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.15 | 84.48 | 87.04 | 85.08 | 85.20 | 84.65 | 89.30 | 87.46 | 84.77 | 86.88 | 87.26 | 85.53 | 84.96 | 84.37 | 85.95 | 84.10 | 85.40 | 84.29 | 85.15 | 83.77 | 87.98 | 86.75 | 86.84 | 85.41 | 86.38 | 86.37 |
| 167 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.35 | 86.27 | 85.52 | 85.78 | 85.54 | 85.79 | 86.30 | 86.86 | 87.00 | 85.43 | 86.31 | 85.76 | 85.02 | 86.01 | 86.95 | 84.10 | 84.73 | 85.67 | 88.26 | 87.45 | 86.29 | 86.03 | 83.85 | 86.47 | 86.61 | 86.62 |
| 172 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.26 | 86.75 | 87.00 | 88.69 | 88.24 | 88.08 | 88.29 | 87.39 | 88.31 | 88.50 | 88.46 | 90.37 | 90.87 | 88.67 | 87.88 | 87.76 | 87.30 | 89.54 | 89.07 | 88.36 | 87.14 | 89.29 | 88.22 | 88.93 | 87.54 | 87.07 |
| 173 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.14 | 88.04 | 87.86 | 88.06 | 90.48 | 88.48 | 87.85 | 88.43 | 87.31 | 90.36 | 88.84 | 88.71 | 86.45 | 89.04 | 87.43 | 89.22 | 90.86 | 88.34 | 86.79 | 89.00 | 89.35 | 87.56 | 88.19 | 88.92 | 88.16 | 89.76 |
| 174 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.54 | 89.85 | 87.91 | 89.48 | 88.50 | 88.02 | 90.39 | 88.34 | 87.22 | 89.06 | 88.81 | 88.54 | 87.78 | 88.52 | 88.75 | 89.51 | 89.75 | 86.70 | 87.90 | 88.49 | 88.66 | 89.27 | 88.10 | 88.49 | 88.12 | 90.11 |
| 175 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.84 | 90.03 | 87.54 | 88.51 | 88.71 | 89.44 | 86.43 | 89.11 | 90.45 | 87.96 | 90.04 | 88.73 | 89.98 | 88.24 | 88.31 | 88.86 | 88.12 | 89.38 | 88.38 | 89.95 | 86.96 | 89.40 | 87.33 | 90.19 | 88.64 | 89.39 |
| 180 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.44 | 88.21 | 86.86 | 89.67 | 87.13 | 89.43 | 88.00 | 88.48 | 87.66 | 87.56 | 89.41 | 88.88 | 88.45 | 88.91 | 88.11 | 88.90 | 88.23 | 88.78 | 88.82 | 88.09 | 86.48 | 87.52 | 86.85 | 87.86 | 89.09 | 87.76 |
| 181 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.42 | 86.82 | 84.94 | 90.23 | 87.34 | 87.82 | 88.40 | 88.89 | 88.72 | 88.27 | 88.70 | 88.11 | 89.41 | 88.00 | 88.42 | 88.38 | 90.15 | 88.93 | 88.69 | 89.98 | 87.20 | 89.51 | 88.40 | 89.33 | 90.11 | 88.09 |
| 182 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.89 | 88.32 | 86.82 | 87.99 | 87.25 | 88.71 | 88.10 | 90.52 | 88.76 | 86.89 | 89.24 | 88.10 | 87.83 | 87.14 | 88.07 | 91.35 | 87.79 | 88.04 | 88.79 | 88.77 | 87.06 | 88.85 | 88.03 | 88.88 | 90.29 | 90.35 |
| 183 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.93 | 88.91 | 88.24 | 86.89 | 87.21 | 88.41 | 88.52 | 86.42 | 88.17 | 89.54 | 88.64 | 88.58 | 88.39 | 88.47 | 88.29 | 88.28 | 87.16 | 89.19 | 88.34 | 88.90 | 87.37 | 90.22 | 86.99 | 87.37 | 87.36 | 88.56 |
| 188 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.51 | 88.58 | 87.52 | 87.95 | 86.25 | 87.80 | 86.90 | 89.63 | 89.48 | 87.27 | 88.14 | 90.00 | 89.37 | 88.27 | 86.81 | 90.00 | 88.45 | 89.21 | 88.01 | 87.37 | 87.96 | 90.35 | 85.28 | 87.34 | 87.64 | 87.42 |
| 189 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.64 | 86.26 | 87.54 | 86.08 | 86.41 | 88.07 | 88.79 | 88.03 | 88.59 | 87.69 | 88.68 | 89.32 | 87.42 | 87.58 | 89.03 | 88.49 | 88.63 | 87.17 | 90.33 | 88.68 | 90.83 | 87.82 | 87.66 | 88.66 | 87.16 | 87.71 |
| 190 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.91 | 88.97 | 88.81 | 87.09 | 88.96 | 88.69 | 88.12 | 89.20 | 87.98 | 86.64 | 87.97 | 89.07 | 87.44 | 88.73 | 87.98 | 88.40 | 88.15 | 88.92 | 88.23 | 88.69 | 86.04 | 88.08 | 89.09 | 89.40 | 86.72 | 87.22 |
| 191 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.91 | 87.60 | 86.62 | 87.56 | 86.64 | 88.88 | 87.57 | 89.76 | 87.35 | 88.55 | 87.25 | 89.77 | 88.85 | 87.00 | 87.99 | 90.91 | 89.19 | 88.09 | 88.56 | 89.28 | 89.63 | 88.10 | 87.92 | 86.26 | 88.89 | 88.33 |
| 196 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.25 | 88.49 | 88.20 | 87.95 | 88.54 | 90.12 | 88.24 | 89.47 | 89.72 | 88.12 | 88.91 | 89.19 | 88.99 | 89.42 | 89.03 | 89.68 | 88.99 | 89.22 | 89.66 | 90.08 | 89.34 | 87.85 | 89.67 | 90.72 | 89.38 | 88.95 |
| 197 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.18 | 89.51 | 87.89 | 88.14 | 89.72 | 89.93 | 89.26 | 88.28 | 87.26 | 88.78 | 89.50 | 90.11 | 87.55 | 88.55 | 89.17 | 89.81 | 88.88 | 88.89 | 90.31 | 89.02 | 87.65 | 90.23 | 89.36 | 87.08 | 88.91 | 87.24 |
| 198 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.33 | 89.10 | 88.54 | 89.17 | 90.45 | 89.45 | 89.09 | 89.61 | 88.85 | 89.86 | 89.73 | 90.20 | 89.48 | 90.11 | 88.50 | 87.94 | 89.33 | 89.59 | 91.26 | 90.50 | 89.00 | 89.26 | 90.58 | 88.34 | 89.72 | 89.46 |
| 199 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.15 | 88.43 | 88.18 | 90.37 | 89.97 | 89.33 | 90.13 | 90.40 | 89.81 | 88.03 | 88.58 | 89.31 | 88.37 | 88.56 | 88.40 | 89.40 | 87.83 | 89.20 | 90.62 | 90.08 | 88.65 | 88.98 | 89.55 | 88.19 | 89.20 | 87.58 |
| 204 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.07 | 90.10 | 89.06 | 90.23 | 89.60 | 89.69 | 91.48 | 89.94 | 90.35 | 89.51 | 90.05 | 89.30 | 90.42 | 89.73 | 89.77 | 89.52 | 89.28 | 89.62 | 90.92 | 91.69 | 91.01 | 88.62 | 89.94 | 88.61 | 88.81 | 90.00 |
| 205 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.51 | 90.36 | 88.57 | 87.92 | 88.75 | 88.97 | 88.31 | 90.23 | 90.01 | 90.34 | 91.21 | 90.84 | 89.58 | 89.53 | 89.84 | 90.53 | 90.98 | 89.10 | 89.85 | 88.84 | 90.06 | 91.11 | 88.93 | 89.26 | 87.67 | 87.31 |
| 206 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.76 | 89.79 | 89.65 | 90.88 | 89.31 | 91.08 | 89.34 | 88.94 | 89.94 | 89.97 | 89.43 | 89.44 | 90.61 | 90.80 | 90.17 | 90.64 | 89.35 | 90.12 | 91.21 | 90.10 | 90.05 | 90.55 | 90.20 | 88.67 | 90.30 | 91.06 |
| 207 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.32 | 92.14 | 89.30 | 89.20 | 89.64 | 90.17 | 88.93 | 89.64 | 90.97 | 89.70 | 90.10 | 91.69 | 89.07 | 90.20 | 89.81 | 89.09 | 89.29 | 89.75 | 90.26 | 90.88 | 90.36 | 90.66 | 90.19 | 89.34 | 91.36 | 89.38 |
| 212 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.96 | 90.61 | 89.07 | 89.16 | 88.44 | 90.03 | 89.98 | 89.46 | 88.82 | 89.53 | 89.97 | 91.65 | 90.57 | 88.97 | 90.39 | 90.89 | 89.41 | 89.66 | 90.39 | 90.24 | 87.87 | 90.16 | 89.22 | 89.08 | 89.42 | 91.52 |
| 213 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.93 | 90.45 | 89.37 | 88.95 | 90.72 | 89.85 | 88.73 | 88.79 | 90.94 | 88.98 | 89.94 | 90.72 | 88.95 | 90.63 | 90.58 | 90.81 | 90.01 | 90.92 | 91.27 | 89.84 | 90.70 | 90.11 | 89.24 | 89.97 | 89.47 | 90.35 |
| 214 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.94 | 90.32 | 89.87 | 89.33 | 88.77 | 91.12 | 90.31 | 89.97 | 90.11 | 89.34 | 91.43 | 90.20 | 90.95 | 89.03 | 89.61 | 90.02 | 90.19 | 89.99 | 89.16 | 89.93 | 91.58 | 89.45 | 89.36 | 89.33 | 88.71 | 87.74 |
| 215 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.38 | 89.17 | 89.75 | 89.48 | 89.08 | 90.25 | 89.22 | 89.78 | 90.01 | 89.16 | 90.32 | 91.31 | 90.20 | 90.56 | 90.14 | 91.26 | 90.18 | 89.46 | 90.29 | 90.55 | 90.33 | 89.95 | 89.92 | 89.92 | 90.26 | 90.77 |
| 220 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.77 | 89.32 | 90.68 | 90.47 | 90.42 | 89.27 | 89.21 | 88.27 | 89.05 | 88.87 | 90.00 | 90.09 | 89.98 | 89.83 | 88.64 | 89.75 | 89.04 | 89.20 | 90.77 | 90.34 | 89.41 | 90.26 | 89.60 | 90.29 | 89.17 | 89.35 |
| 221 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.36 | 89.33 | 88.81 | 90.71 | 90.45 | 89.77 | 89.22 | 88.73 | 91.02 | 90.71 | 89.88 | 90.00 | 89.72 | 88.67 | 89.18 | 89.95 | 89.11 | 89.66 | 89.86 | 89.81 | 90.57 | 90.43 | 87.51 | 88.60 | 90.10 | 90.63 |
| 222 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.72 | 90.92 | 90.25 | 89.92 | 88.63 | 90.44 | 89.42 | 88.25 | 90.12 | 88.84 | 90.32 | 89.67 | 91.17 | 88.36 | 89.24 | 90.22 | 87.89 | 89.22 | 89.71 | 90.87 | 89.07 | 90.14 | 89.55 | 89.42 | 88.81 | 89.58 |
| 223 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.00 | 89.24 | 91.03 | 89.41 | 88.86 | 90.04 | 89.20 | 89.35 | 88.97 | 89.52 | 90.69 | 91.49 | 89.39 | 89.49 | 90.68 | 90.74 | 90.14 | 90.01 | 89.52 | 89.66 | 89.82 | 89.40 | 89.78 | 90.17 | 90.21 | 89.00 |
| 228 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.57 | 90.25 | 89.08 | 90.41 | 88.67 | 89.73 | 90.21 | 89.34 | 88.36 | 88.93 | 89.31 | 90.29 | 87.38 | 88.06 | 89.62 | 88.28 | 89.67 | 89.67 | 90.10 | 90.07 | 87.39 | 89.52 | 89.78 | 90.62 | 88.53 | 88.47 |
| 229 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.72 | 88.32 | 88.56 | 90.11 | 88.65 | 90.16 | 89.24 | 87.86 | 89.64 | 89.03 | 89.88 | 90.11 | 88.89 | 88.23 | 90.44 | 90.54 | 88.31 | 90.31 | 88.75 | 90.46 | 88.87 | 89.71 | 88.66 | 89.49 | 88.92 | 88.28 |
| 230 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.01 | 90.72 | 88.51 | 89.80 | 88.48 | 89.94 | 89.26 | 89.49 | 89.81 | 88.57 | 90.39 | 88.88 | 89.85 | 88.47 | 88.09 | 90.38 | 86.42 | 89.42 | 88.59 | 90.06 | 89.89 | 88.73 | 90.54 | 89.86 | 89.08 | 88.76 |
| 231 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.98 | 90.41 | 89.11 | 89.30 | 89.16 | 89.61 | 88.94 | 89.13 | 88.19 | 89.97 | 90.13 | 89.12 | 89.86 | 88.59 | 88.08 | 89.74 | 88.96 | 89.53 | 90.31 | 90.13 | 89.21 | 87.25 | 90.33 | 89.18 | 89.55 | 89.12 |
| 236 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.64 | 87.82 | 88.66 | 89.85 | 89.66 | 89.65 | 91.62 | 90.28 | 90.47 | 90.17 | 89.62 | 89.31 | 89.66 | 89.78 | 90.67 | 89.94 | 89.24 | 90.74 | 90.90 | 89.07 | 89.79 | 87.80 | 90.04 | 89.25 | 89.81 |
| 237 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.71 | 89.92 | 88.80 | 90.14 | 91.11 | 89.15 | 90.39 | 90.47 | 88.58 | 88.83 | 90.90 | 91.23 | 90.26 | 90.31 | 90.13 | 88.90 | 90.01 | 89.85 | 90.43 | 90.35 | 89.34 | 89.16 | 89.17 | 88.80 | 88.68 | 89.37 |
| 238 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.02 | 89.84 | 88.68 | 90.54 | 89.44 | 90.00 | 88.79 | 90.16 | 90.22 | 90.05 | 90.92 | 89.37 | 89.83 | 90.40 | 89.81 | 89.75 | 89.13 | 91.04 | 90.97 | 90.61 | 90.54 | 90.66 | 90.46 | 88.25 | 88.79 | 87.91 |
| 239 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.72 | 90.18 | 89.98 | 90.40 | 89.86 | 89.91 | 90.58 | 90.15 | 87.70 | 90.04 | 90.89 | 91.78 | 91.76 | 90.82 | 89.37 | 88.86 | 89.06 | 89.52 | 91.24 | 91.11 | 90.21 | 90.10 | 88.76 | 90.18 | 90.11 | 88.46 |
| 244 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.35 | 90.72 | 89.43 | 89.70 | 89.66 | 90.07 | 89.99 | 91.04 | 89.91 | 87.95 | 89.94 | 90.67 | 90.13 | 89.27 | 89.73 | 91.18 | 88.55 | 88.80 | 91.39 | 89.72 | 89.98 | 89.70 | 91.28 | 89.65 | 89.59 | 88.52 |
| 245 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.48 | 89.38 | 88.46 | 89.96 | 89.60 | 88.89 | 89.74 | 90.30 | 88.91 | 89.43 | 89.44 | 90.52 | 90.20 | 88.70 | 89.38 | 89.38 | 89.43 | 89.38 | 89.59 | 90.81 | 90.19 | 91.81 | 88.90 | 89.99 | 88.63 | 89.63 |
| 246 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.44 | 90.44 | 90.25 | 88.24 | 90.15 | 91.54 | 90.17 | 89.77 | 90.15 | 89.73 | 90.36 | 91.05 | 89.65 | 88.52 | 89.85 | 91.84 | 90.51 | 89.47 | 91.72 | 90.20 | 88.71 | 90.92 | 90.04 | 89.65 | 89.41 | 88.39 |
| 247 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.61 | 90.63 | 90.39 | 91.32 | 91.05 | 90.62 | 90.22 | 90.38 | 89.66 | 89.64 | 90.44 | 89.72 | 90.94 | 89.42 | 90.44 | 89.12 | 91.16 | 90.40 | 89.64 | 89.52 | 89.40 | 88.91 | 88.85 | 88.85 | 89.73 | 88.43 |
| 252 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.50 | 90.28 | 89.54 | 88.26 | 90.06 | 90.60 | 88.60 | 88.44 | 89.45 | 89.40 | 89.30 | 89.42 | 89.49 | 89.07 | 90.28 | 88.86 | 89.85 | 90.54 | 90.74 | 88.75 | 88.85 | 91.28 | 90.56 | 90.20 | 90.70 | 88.76 |
| 253 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.96 | 90.34 | 89.52 | 89.25 | 88.59 | 90.17 | 90.16 | 89.90 | 90.15 | 89.61 | 90.29 | 90.49 | 89.94 | 89.90 | 88.26 | 88.87 | 90.18 | 88.34 | 89.50 | 90.08 | 90.56 | 90.55 | 89.75 | 89.09 | 89.09 | 91.64 |
| 254 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.89 | 91.17 | 89.88 | 90.17 | 89.01 | 89.33 | 90.46 | 90.42 | 87.95 | 89.44 | 90.09 | 90.95 | 90.15 | 88.51 | 90.34 | 90.37 | 90.81 | 89.91 | 91.20 | 90.52 | 89.16 | 90.88 | 89.70 | 89.95 | 88.76 | 87.68 |
| 255 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.73 | 90.49 | 89.76 | 89.20 | 89.80 | 90.56 | 88.86 | 89.40 | 88.57 | 88.46 | 90.78 | 88.99 | 89.78 | 89.74 | 90.56 | 89.92 | 89.32 | 88.77 | 89.25 | 89.79 | 89.85 | 90.33 | 89.08 | 89.22 | 89.45 | 90.77 |
| 260 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.31 | 90.37 | 88.53 | 89.57 | 89.37 | 89.10 | 89.29 | 89.62 | 88.92 | 89.78 | 89.17 | 88.81 | 88.63 | 90.10 | 88.01 | 90.29 | 90.09 | 90.09 | 90.28 | 89.68 | 89.00 | 89.67 | 89.44 | 88.77 | 89.71 | 88.09 |
| 261 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.92 | 91.24 | 89.43 | 90.00 | 88.20 | 89.60 | 89.51 | 89.42 | 89.07 | 88.57 | 89.86 | 90.04 | 89.87 | 88.97 | 89.46 | 90.30 | 89.14 | 89.85 | 89.29 | 89.52 | 89.22 | 88.46 | 88.19 | 89.54 | 89.47 | 89.04 |
| 262 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.54 | 90.48 | 89.69 | 89.35 | 89.32 | 89.40 | 89.48 | 89.66 | 88.50 | 89.21 | 90.68 | 89.21 | 89.96 | 90.02 | 89.87 | 90.72 | 88.64 | 90.19 | 91.12 | 90.01 | 89.14 | 89.00 | 89.19 | 88.33 | 88.40 | 90.04 |
| 263 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.56 | 89.06 | 90.18 | 89.57 | 90.18 | 89.79 | 89.96 | 88.35 | 89.41 | 89.42 | 89.82 | 88.10 | 90.16 | 88.81 | 89.70 | 89.76 | 90.53 | 90.10 | 90.25 | 91.19 | 90.03 | 89.67 | 88.14 | 88.96 | 89.13 | 90.29 |
| 268 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.70 | 88.55 | 89.01 | 89.13 | 88.65 | 89.81 | 89.18 | 90.27 | 89.36 | 90.65 | 88.90 | 89.68 | 89.42 | 88.98 | 90.00 | 90.34 | 90.37 | 90.37 | 89.57 | 90.54 | 89.96 | 90.06 | 89.14 | 88.63 | 88.21 | 87.83 |
| 269 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.92 | 89.75 | 89.24 | 89.88 | 89.89 | 90.24 | 90.42 | 89.30 | 89.53 | 88.98 | 88.80 | 90.28 | 90.30 | 88.55 | 89.13 | 90.33 | 90.41 | 89.18 | 89.61 | 90.52 | 90.21 | 89.64 | 88.79 | 88.07 | 87.83 | 89.12 |
| 270 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.81 | 88.50 | 88.42 | 90.42 | 90.62 | 91.96 | 88.06 | 89.18 | 90.68 | 88.56 | 90.54 | 88.08 | 90.26 | 89.09 | 89.96 | 89.32 | 89.25 | 90.83 | 89.55 | 90.59 | 89.65 | 89.17 | 88.44 | 88.82 | 88.26 | 89.10 |
| 271 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.29 | 89.69 | 90.49 | 89.78 | 87.79 | 89.80 | 87.54 | 88.77 | 88.46 | 90.35 | 89.39 | 89.14 | 91.26 | 88.51 | 89.27 | 88.75 | 89.95 | 89.97 | 89.98 | 90.01 | 89.13 | 89.49 | 88.49 | 89.23 | 89.50 | 89.66 |
| 276 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.69 | 88.77 | 88.82 | 90.63 | 90.12 | 90.12 | 88.82 | 89.53 | 90.56 | 89.18 | 89.64 | 90.47 | 89.28 | 89.64 | 88.88 | 89.43 | 89.67 | 89.72 | 89.76 | 88.78 | 88.22 | 89.85 | 88.65 | 88.91 | 89.14 | 90.90 |
| 277 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.19 | 90.12 | 88.16 | 89.67 | 90.51 | 88.86 | 89.02 | 88.75 | 89.72 | 88.41 | 89.48 | 90.43 | 90.38 | 88.01 | 88.96 | 90.08 | 90.03 | 88.52 | 89.87 | 89.81 | 89.62 | 91.08 | 89.80 | 89.91 | 89.26 | 88.54 |
| 278 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.15 | 88.29 | 89.51 | 90.40 | 89.25 | 90.21 | 89.23 | 90.48 | 90.68 | 89.77 | 90.67 | 90.04 | 88.97 | 90.05 | 89.26 | 90.20 | 90.37 | 89.57 | 89.86 | 90.15 | 88.93 | 89.62 | 88.89 | 88.34 | 89.32 | 89.38 |
| 279 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.21 | 89.66 | 89.43 | 90.88 | 89.20 | 90.24 | 89.31 | 89.75 | 89.34 | 90.78 | 89.01 | 90.00 | 90.01 | 88.88 | 88.72 | 89.33 | 90.19 | 89.20 | 89.71 | 90.12 | 89.97 | 91.25 | 90.72 | 89.95 | 89.42 | 90.35 |
| 284 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.59 | 88.92 | 89.56 | 90.34 | 89.17 | 91.44 | 91.10 | 91.21 | 90.09 | 89.73 | 89.47 | 88.98 | 90.59 | 88.13 | 89.27 | 90.65 | 89.10 | 89.89 | 90.72 | 90.33 | 90.92 | 90.66 | 89.99 | 89.73 | 89.01 | 91.03 |
| 285 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.35 | 89.06 | 86.67 | 90.29 | 87.84 | 89.02 | 90.21 | 90.39 | 90.52 | 89.08 | 89.30 | 91.22 | 90.09 | 90.01 | 89.96 | 89.31 | 90.17 | 89.21 | 88.93 | 88.76 | 89.67 | 89.38 | 87.72 | 90.02 | 90.25 | 89.60 |
| 286 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.82 | 89.03 | 88.51 | 88.78 | 88.91 | 89.91 | 88.66 | 88.51 | 89.90 | 89.80 | 90.03 | 89.40 | 89.98 | 88.47 | 89.13 | 90.29 | 89.38 | 89.43 | 90.43 | 89.90 | 90.54 | 90.43 | 89.57 | 90.06 | 88.65 | 87.81 |
| 287 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.14 | 88.41 | 89.08 | 88.87 | 89.98 | 89.48 | 89.32 | 88.94 | 90.23 | 89.13 | 89.83 | 91.31 | 88.69 | 88.71 | 89.06 | 88.64 | 90.77 | 89.28 | 90.25 | 88.37 | 89.90 | 90.06 | 87.60 | 88.40 | 90.22 | 90.33 |
| 292 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.21 | 89.79 | 88.50 | 88.32 | 89.16 | 88.70 | 87.76 | 89.80 | 88.98 | 88.47 | 89.52 | 88.61 | 89.98 | 88.11 | 88.57 | 88.92 | 89.53 | 89.81 | 89.70 | 89.20 | 89.02 | 88.65 | 89.46 | 89.64 | 88.55 | 90.29 |
| 293 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.40 | 90.71 | 90.02 | 88.69 | 90.02 | 89.50 | 90.64 | 88.89 | 89.52 | 89.41 | 89.82 | 90.64 | 89.97 | 87.67 | 90.26 | 89.82 | 89.59 | 89.39 | 90.85 | 89.46 | 89.06 | 89.59 | 89.34 | 90.16 | 88.62 | 88.84 |
| 294 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.05 | 90.63 | 89.92 | 87.60 | 89.20 | 90.38 | 89.67 | 89.46 | 89.44 | 88.50 | 90.07 | 90.23 | 88.81 | 90.15 | 89.09 | 89.87 | 88.28 | 89.32 | 89.57 | 90.71 | 89.31 | 87.23 | 89.46 | 89.58 | 89.73 | 89.65 |
| 295 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.50 | 89.37 | 88.91 | 88.75 | 89.99 | 89.30 | 89.37 | 90.45 | 88.92 | 89.41 | 89.57 | 90.37 | 88.85 | 87.76 | 89.02 | 89.68 | 90.62 | 89.55 | 89.21 | 89.21 | 87.89 | 87.76 | 88.40 | 89.66 | 89.55 | 86.60 |
| 300 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.43 | 89.64 | 88.59 | 89.33 | 88.94 | 89.62 | 89.72 | 89.16 | 90.22 | 89.47 | 90.68 | 90.17 | 90.69 | 88.10 | 90.27 | 90.48 | 89.20 | 89.71 | 90.80 | 89.68 | 90.90 | 90.75 | 89.38 | 88.88 | 89.80 | 87.69 |
| 301 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.90 | 89.87 | 89.69 | 89.69 | 89.92 | 90.26 | 89.26 | 89.79 | 88.90 | 88.77 | 90.39 | 90.65 | 90.50 | 88.81 | 89.79 | 89.75 | 89.09 | 89.55 | 90.60 | 91.27 | 90.37 | 89.92 | 90.31 | 89.08 | 90.44 | 88.92 |
| 302 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.05 | 89.94 | 90.47 | 88.78 | 89.43 | 90.49 | 88.91 | 90.32 | 90.29 | 89.16 | 89.99 | 90.62 | 90.81 | 89.57 | 89.06 | 89.78 | 91.14 | 89.38 | 90.15 | 91.40 | 89.87 | 89.49 | 90.66 | 90.04 | 90.00 | 88.97 |
| 303 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.54 | 90.07 | 89.87 | 90.29 | 89.26 | 90.35 | 89.21 | 89.41 | 89.69 | 89.48 | 90.07 | 90.55 | 90.66 | 89.33 | 89.11 | 89.54 | 90.49 | 90.47 | 89.93 | 90.91 | 91.13 | 90.99 | 89.51 | 89.03 | 87.74 | 88.12 |
| 308 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.17 | 87.34 | 88.32 | 89.36 | 89.59 | 90.03 | 90.05 | 88.55 | 89.23 | 89.28 | 90.98 | 88.88 | 89.36 | 89.97 | 88.54 | 91.18 | 88.94 | 88.31 | 90.52 | 90.46 | 89.54 | 91.02 | 90.48 | 91.00 | 90.79 | 89.91 |
| 309 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.82 | 89.83 | 88.89 | 89.74 | 88.65 | 89.89 | 90.05 | 89.12 | 88.64 | 89.72 | 90.61 | 90.50 | 91.17 | 90.70 | 90.91 | 91.08 | 90.33 | 90.79 | 90.50 | 89.29 | 90.81 | 91.03 | 90.68 | 89.61 | 89.60 | 90.48 |
| 310 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.57 | 90.92 | 90.05 | 89.97 | 89.32 | 90.62 | 89.33 | 90.72 | 89.65 | 88.97 | 90.82 | 90.38 | 91.17 | 89.90 | 89.35 | 91.54 | 89.99 | 88.83 | 90.92 | 90.68 | 91.21 | 91.44 | 89.56 | 88.14 | 90.39 | 90.32 |
| 311 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.95 | 90.78 | 90.59 | 91.15 | 91.06 | 90.43 | 89.39 | 89.11 | 88.98 | 90.67 | 91.23 | 90.82 | 90.35 | 90.30 | 90.65 | 89.33 | 89.72 | 90.37 | 91.02 | 90.72 | 91.53 | 91.48 | 90.10 | 88.86 | 89.24 | 89.95 |
| 316 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.10 | 88.87 | 91.16 | 89.01 | 89.64 | 90.67 | 90.39 | 90.19 | 90.10 | 89.90 | 90.20 | 89.30 | 89.43 | 90.30 | 90.58 | 90.18 | 89.60 | 89.87 | 90.70 | 89.26 | 89.89 | 89.55 | 90.15 | 89.54 | 89.25 | 90.32 |
| 317 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.30 | 89.63 | 90.30 | 89.74 | 89.93 | 90.38 | 89.36 | 89.10 | 88.84 | 88.59 | 90.20 | 90.57 | 89.75 | 90.66 | 89.73 | 90.16 | 88.89 | 90.04 | 89.90 | 89.98 | 88.03 | 89.40 | 89.46 | 90.27 | 91.23 | 91.29 |
| 318 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.33 | 89.68 | 89.77 | 89.27 | 89.45 | 90.50 | 89.28 | 89.23 | 90.39 | 89.32 | 89.48 | 90.31 | 90.58 | 88.79 | 89.48 | 89.29 | 89.18 | 90.60 | 90.65 | 90.38 | 90.10 | 89.89 | 89.74 | 90.26 | 90.28 | 91.70 |
| 319 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.19 | 88.74 | 89.42 | 90.08 | 88.97 | 89.43 | 89.59 | 90.82 | 88.93 | 89.91 | 89.83 | 90.47 | 90.79 | 89.20 | 89.83 | 90.48 | 89.77 | 90.13 | 90.90 | 91.13 | 90.57 | 91.23 | 88.82 | 90.45 | 90.42 | 89.66 |
| 324 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.23 | 89.40 | 89.69 | 89.47 | 89.62 | 89.29 | 88.55 | 90.18 | 88.85 | 88.38 | 89.68 | 89.88 | 90.36 | 89.54 | 88.24 | 90.66 | 89.79 | 89.12 | 90.40 | 89.84 | 88.03 | 88.12 | 88.74 | 88.41 | 88.30 | 87.85 |
| 325 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.09 | 89.82 | 88.96 | 90.80 | 88.26 | 88.92 | 90.56 | 89.34 | 89.83 | 89.99 | 90.09 | 89.61 | 91.44 | 90.51 | 89.31 | 89.98 | 90.18 | 90.21 | 90.35 | 90.81 | 90.80 | 90.13 | 90.12 | 90.33 | 89.20 | 89.43 |
| 326 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.60 | 89.34 | 90.02 | 90.31 | 88.49 | 91.09 | 91.15 | 89.84 | 89.72 | 88.92 | 90.34 | 89.33 | 89.73 | 89.85 | 89.19 | 89.29 | 90.33 | 91.09 | 88.98 | 90.37 | 89.83 | 88.88 | 89.90 | 89.14 | 88.91 | 88.97 |
| 327 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.53 | 89.48 | 89.78 | 91.05 | 89.86 | 87.78 | 90.47 | 90.08 | 90.15 | 89.97 | 90.75 | 90.10 | 90.69 | 89.38 | 89.14 | 89.97 | 88.99 | 89.93 | 91.07 | 90.22 | 89.65 | 89.23 | 89.58 | 90.08 | 89.31 | 88.88 |
| 332 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.51 | 89.51 | 88.02 | 88.37 | 89.91 | 90.45 | 92.00 | 89.46 | 90.32 | 88.84 | 89.91 | 91.08 | 90.89 | 88.91 | 89.88 | 90.07 | 90.01 | 89.27 | 90.69 | 89.08 | 89.69 | 88.54 | 87.89 | 89.60 | 89.62 | 88.84 |
| 333 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.43 | 90.03 | 88.94 | 90.22 | 89.10 | 89.88 | 89.56 | 89.41 | 89.55 | 88.08 | 90.46 | 90.32 | 89.55 | 89.83 | 89.91 | 88.46 | 88.95 | 88.77 | 91.30 | 90.32 | 88.91 | 90.09 | 90.38 | 89.45 | 90.28 | 89.64 |
| 334 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.36 | 90.70 | 88.95 | 90.22 | 88.91 | 90.47 | 88.27 | 89.56 | 88.81 | 89.75 | 89.51 | 91.27 | 91.12 | 89.78 | 88.79 | 90.43 | 89.70 | 89.20 | 90.59 | 90.00 | 89.18 | 90.69 | 90.04 | 88.94 | 89.79 | 89.37 |
| 335 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.67 | 89.86 | 88.85 | 89.95 | 89.46 | 89.56 | 90.87 | 89.48 | 89.73 | 89.98 | 89.67 | 89.70 | 89.39 | 90.13 | 89.91 | 90.28 | 89.46 | 90.08 | 89.71 | 89.97 | 88.51 | 90.78 | 87.98 | 90.81 | 90.03 | 89.79 |
| 340 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.59 | 88.71 | 89.32 | 89.21 | 88.27 | 90.70 | 89.96 | 89.64 | 90.81 | 89.25 | 89.93 | 90.98 | 89.79 | 88.88 | 89.12 | 90.44 | 89.17 | 88.38 | 89.94 | 90.79 | 90.78 | 89.77 | 88.92 | 88.49 | 91.14 | 89.29 |
| 341 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.91 | 90.28 | 89.92 | 89.76 | 89.35 | 90.24 | 90.07 | 90.95 | 89.49 | 88.00 | 91.43 | 90.87 | 90.23 | 89.80 | 90.18 | 90.75 | 90.03 | 90.77 | 90.02 | 91.31 | 90.35 | 89.84 | 90.26 | 90.84 | 89.50 | 90.24 |
| 342 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.52 | 89.99 | 89.42 | 90.37 | 89.17 | 90.31 | 88.13 | 89.71 | 89.47 | 89.71 | 90.68 | 91.06 | 91.98 | 89.62 | 90.08 | 89.09 | 89.20 | 89.57 | 90.76 | 88.77 | 90.16 | 91.14 | 89.69 | 88.70 | 89.62 | 90.98 |
| 343 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.46 | 90.56 | 89.34 | 88.62 | 90.66 | 91.45 | 89.67 | 90.20 | 89.09 | 88.50 | 90.28 | 91.27 | 90.20 | 88.68 | 88.07 | 88.55 | 90.34 | 90.31 | 89.40 | 90.75 | 89.92 | 90.05 | 89.70 | 88.35 | 89.68 | 90.69 |
| 348 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.45 | 89.62 | 88.59 | 89.40 | 89.79 | 90.61 | 88.64 | 90.36 | 89.59 | 90.15 | 89.36 | 90.53 | 91.27 | 90.03 | 89.73 | 89.08 | 89.75 | 89.29 | 90.25 | 90.91 | 90.26 | 88.41 | 90.69 | 88.95 | 88.35 | 90.79 |
| 349 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.80 | 89.39 | 89.01 | 87.93 | 89.05 | 90.95 | 89.59 | 88.97 | 89.29 | 89.11 | 90.98 | 90.23 | 89.80 | 88.91 | 89.94 | 89.63 | 90.01 | 90.57 | 90.18 | 90.47 | 88.97 | 91.11 | 88.92 | 90.31 | 90.37 | 90.00 |
| 350 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.27 | 89.56 | 89.72 | 89.66 | 88.98 | 90.96 | 89.69 | 89.87 | 90.87 | 88.87 | 89.31 | 89.00 | 89.59 | 90.04 | 89.90 | 89.59 | 89.75 | 90.39 | 90.80 | 89.77 | 90.62 | 89.68 | 90.19 | 89.22 | 90.93 | 89.45 |
| 351 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.44 | 89.31 | 90.17 | 89.97 | 88.48 | 89.57 | 89.03 | 90.55 | 88.64 | 89.03 | 90.91 | 90.10 | 90.29 | 89.71 | 89.83 | 90.56 | 89.45 | 90.58 | 89.94 | 88.96 | 90.28 | 89.17 | 88.05 | 89.54 | 90.04 | 89.20 |
| 356 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.47 | 90.13 | 89.62 | 89.62 | 90.40 | 89.44 | 90.65 | 88.09 | 89.24 | 87.82 | 90.15 | 88.98 | 87.59 | 87.47 | 88.54 | 90.74 | 88.29 | 89.10 | 89.78 | 88.79 | 89.35 | 89.31 | 86.88 | 89.39 | 88.21 | 89.02 |
| 357 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.75 | 88.91 | 89.38 | 88.91 | 89.08 | 88.77 | 87.38 | 89.89 | 88.37 | 88.70 | 89.43 | 89.36 | 89.99 | 89.82 | 86.82 | 88.40 | 91.18 | 88.80 | 89.71 | 89.72 | 89.51 | 88.80 | 89.54 | 88.80 | 88.82 | 89.10 |
| 358 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.97 | 89.43 | 89.96 | 90.54 | 88.56 | 88.69 | 89.35 | 89.41 | 90.28 | 89.23 | 89.02 | 89.95 | 89.59 | 88.78 | 88.66 | 90.52 | 88.97 | 89.63 | 89.42 | 90.09 | 88.67 | 89.45 | 89.01 | 90.04 | 88.31 | 89.74 |
| 359 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.73 | 90.79 | 87.89 | 89.59 | 89.65 | 90.50 | 89.41 | 88.84 | 88.03 | 89.62 | 89.97 | 89.87 | 90.97 | 88.94 | 89.02 | 89.45 | 89.80 | 90.34 | 89.65 | 89.02 | 90.08 | 89.05 | 89.47 | 89.08 | 90.15 | 88.37 |
| 364 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.09 | 89.56 | 88.25 | 89.23 | 89.33 | 88.76 | 89.06 | 89.50 | 88.83 | 88.71 | 90.53 | 89.45 | 90.96 | 89.17 | 88.04 | 90.03 | 89.29 | 90.95 | 89.96 | 90.06 | 89.03 | 90.02 | 88.91 | 89.18 | 87.22 | 90.24 |
| 365 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.20 | 90.16 | 90.07 | 89.62 | 88.18 | 90.03 | 90.36 | 88.75 | 89.55 | 88.70 | 88.53 | 90.44 | 89.81 | 88.55 | 89.99 | 89.15 | 88.66 | 89.36 | 91.17 | 90.55 | 88.52 | 89.42 | 88.58 | 90.68 | 89.89 | 87.81 |
| 366 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.32 | 91.19 | 89.90 | 88.84 | 91.12 | 89.65 | 89.71 | 90.68 | 90.11 | 89.65 | 89.95 | 90.02 | 88.97 | 88.69 | 90.12 | 90.24 | 90.06 | 89.03 | 90.72 | 92.23 | 89.48 | 89.69 | 88.34 | 89.38 | 90.06 | 88.40 |
| 367 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.26 | 91.15 | 89.65 | 90.87 | 89.56 | 90.09 | 89.48 | 88.95 | 88.53 | 89.26 | 89.83 | 89.39 | 90.15 | 89.46 | 90.18 | 90.22 | 89.43 | 87.79 | 89.95 | 89.96 | 90.05 | 89.79 | 88.46 | 88.69 | 88.10 | 88.63 |
| 372 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.68 | 89.64 | 88.95 | 90.18 | 88.69 | 90.21 | 88.91 | 89.10 | 90.87 | 88.35 | 89.81 | 91.54 | 90.03 | 89.16 | 89.60 | 89.73 | 89.01 | 89.61 | 90.20 | 89.85 | 89.64 | 90.26 | 89.65 | 88.63 | 89.56 | 88.53 |
| 373 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.18 | 90.24 | 88.60 | 88.94 | 88.11 | 89.92 | 87.65 | 90.28 | 89.60 | 88.71 | 89.91 | 89.98 | 91.63 | 89.78 | 89.20 | 90.30 | 90.21 | 89.99 | 91.06 | 90.30 | 90.16 | 90.06 | 88.71 | 90.33 | 89.24 | 89.43 |
| 374 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.23 | 88.74 | 88.76 | 89.67 | 88.42 | 90.72 | 89.40 | 92.21 | 88.80 | 89.35 | 90.52 | 90.28 | 89.48 | 88.95 | 89.20 | 89.65 | 90.87 | 88.76 | 88.80 | 90.81 | 88.66 | 87.33 | 89.56 | 89.83 | 89.87 | 90.19 |
| 375 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.40 | 88.66 | 90.21 | 90.70 | 90.08 | 90.65 | 88.40 | 89.63 | 88.52 | 89.87 | 88.23 | 88.77 | 89.24 | 90.78 | 89.84 | 89.92 | 89.72 | 89.88 | 89.91 | 90.10 | 88.45 | 90.05 | 89.90 | 89.26 | 89.20 | 88.43 |
| 380 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.63 | 90.88 | 88.02 | 86.45 | 89.09 | 88.66 | 88.46 | 89.46 | 88.97 | 89.91 | 89.70 | 89.95 | 90.32 | 89.54 | 89.99 | 90.07 | 90.10 | 91.64 | 88.65 | 91.11 | 90.40 | 90.44 | 89.79 | 90.68 | 88.92 | 90.08 |
| 381 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.47 | 87.26 | 89.60 | 89.61 | 87.84 | 90.16 | 87.49 | 90.34 | 88.25 | 89.08 | 89.39 | 90.86 | 90.29 | 89.31 | 89.64 | 90.31 | 89.99 | 90.29 | 89.61 | 89.83 | 87.41 | 88.64 | 88.84 | 88.87 | 88.75 | 89.62 |
| 382 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.25 | 91.12 | 88.73 | 88.98 | 88.74 | 90.04 | 90.71 | 89.59 | 89.50 | 89.45 | 89.90 | 90.05 | 90.12 | 88.81 | 89.50 | 90.97 | 88.67 | 89.47 | 89.91 | 89.87 | 90.26 | 91.48 | 90.54 | 88.71 | 89.60 | 88.92 |
| 383 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.11 | 89.24 | 89.04 | 89.36 | 88.23 | 90.09 | 87.76 | 88.80 | 88.56 | 90.16 | 90.30 | 91.33 | 90.01 | 90.46 | 90.78 | 89.68 | 91.21 | 89.35 | 89.44 | 89.88 | 89.03 | 91.65 | 89.22 | 89.22 | 89.89 | 88.81 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.30 | 91.75 | 91.42 | 79.62 | 90.67 | 92.91 | 91.52 | 91.22 | 92.81 | 89.54 | 90.01 | 90.86 | 88.00 | 85.37 | 90.77 | 86.86 | 90.01 | 88.28 | 93.80 | 90.11 | 87.78 | 89.83 | 87.03 | 88.37 | 90.93 | 89.66 |
| 5 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.92 | 90.26 | 91.18 | 89.72 | 94.16 | 91.22 | 90.66 | 92.61 | 93.68 | 93.15 | 90.27 | 91.82 | 90.19 | 91.73 | 92.95 | 92.69 | 49.17 | 90.85 | 92.66 | 92.89 | 92.29 | 91.66 | 93.09 | 93.36 | 92.36 | 93.55 |
| 6 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.86 | 91.79 | 90.94 | 93.05 | 91.28 | 92.63 | 93.13 | 92.68 | 92.77 | 91.93 | 92.71 | 92.56 | 92.55 | 93.57 | 91.47 | 91.96 | 92.40 | 92.67 | 90.70 | 92.80 | 90.62 | 91.66 | 92.42 | 91.78 | 91.94 | 92.10 |
| 7 | 372 | 48 | 0.10 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.42 | 93.19 | 94.30 | 91.82 | 92.81 | 92.46 | 92.54 | 92.54 | 90.91 | 91.50 | 91.65 | 92.38 | 92.77 | 93.20 | 92.93 | 92.58 | 94.23 | 92.53 | 92.62 | 94.00 | 93.70 | 92.96 | 91.78 | 91.38 | 92.91 | 92.65 |
| 12 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.85 | 91.33 | 94.15 | 92.16 | 91.42 | 92.47 | 92.68 | 92.56 | 90.02 | 91.38 | 92.56 | 92.67 | 93.26 | 92.13 | 93.11 | 93.35 | 92.88 | 93.31 | 93.20 | 91.35 | 94.05 | 92.43 | 93.29 | 93.45 | 92.38 | 92.29 |
| 13 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.19 | 91.34 | 93.25 | 91.38 | 93.72 | 91.92 | 91.59 | 91.79 | 91.15 | 92.52 | 91.73 | 92.76 | 91.16 | 92.25 | 90.04 | 92.65 | 92.73 | 90.75 | 91.18 | 93.17 | 94.25 | 93.06 | 93.56 | 91.75 | 92.70 | 92.24 |
| 14 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 93.39 | 92.65 | 90.10 | 92.17 | 91.02 | 93.87 | 91.14 | 91.29 | 92.53 | 92.08 | 92.18 | 91.90 | 93.46 | 92.13 | 91.23 | 49.17 | 94.70 | 93.84 | 90.91 | 92.52 | 92.55 | 93.05 | 93.10 | 92.44 | 92.13 |
| 15 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.46 | 92.93 | 94.35 | 92.16 | 93.28 | 90.95 | 90.98 | 92.08 | 91.27 | 91.10 | 92.78 | 92.06 | 92.61 | 92.42 | 93.30 | 93.35 | 93.91 | 89.15 | 93.29 | 93.33 | 93.09 | 93.31 | 92.11 | 92.90 | 92.99 | 91.29 |
| 20 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.91 | 91.22 | 92.84 | 93.41 | 92.24 | 91.26 | 93.93 | 92.42 | 91.95 | 91.46 | 93.06 | 90.43 | 92.25 | 90.75 | 90.58 | 92.34 | 94.18 | 92.96 | 92.92 | 92.12 | 94.13 | 92.84 | 93.54 | 93.02 | 91.59 | 93.11 |
| 21 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.76 | 93.80 | 93.36 | 93.26 | 92.97 | 91.99 | 93.44 | 92.59 | 91.45 | 93.77 | 92.61 | 92.55 | 91.16 | 92.96 | 90.85 | 93.76 | 93.25 | 93.05 | 92.65 | 93.14 | 93.07 | 92.65 | 93.23 | 92.31 | 93.02 | 90.95 |
| 22 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.62 | 91.39 | 91.66 | 93.52 | 93.01 | 92.26 | 91.11 | 93.92 | 93.05 | 91.73 | 92.93 | 92.78 | 93.12 | 91.93 | 93.80 | 94.36 | 92.24 | 91.19 | 94.52 | 91.52 | 94.30 | 93.09 | 93.10 | 92.36 | 91.07 | 94.05 |
| 23 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.75 | 93.15 | 49.17 | 91.67 | 94.98 | 92.52 | 91.23 | 93.21 | 92.21 | 93.35 | 90.47 | 91.82 | 91.56 | 92.52 | 94.00 | 91.87 | 92.41 | 93.08 | 92.84 | 93.64 | 93.89 | 94.35 | 93.66 | 93.04 | 92.24 | 91.77 |
| 28 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.87 | 92.63 | 92.76 | 92.30 | 90.56 | 90.56 | 92.80 | 91.43 | 92.28 | 93.56 | 90.67 | 90.71 | 93.99 | 91.76 | 92.95 | 91.35 | 92.53 | 89.44 | 91.96 | 91.17 | 91.99 | 92.57 | 92.72 | 91.30 | 93.37 | 90.58 |
| 29 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.12 | 92.23 | 92.16 | 92.62 | 93.94 | 90.57 | 92.64 | 90.68 | 93.28 | 93.83 | 93.10 | 92.37 | 93.55 | 92.32 | 93.62 | 93.88 | 92.33 | 92.86 | 94.53 | 94.01 | 93.35 | 93.05 | 91.73 | 93.47 | 92.44 | 92.89 |
| 30 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.72 | 93.00 | 92.61 | 92.10 | 91.98 | 92.83 | 91.52 | 90.83 | 93.43 | 92.88 | 92.89 | 91.27 | 92.09 | 94.46 | 91.11 | 92.97 | 91.98 | 92.84 | 93.03 | 92.05 | 91.31 | 94.03 | 93.89 | 93.13 | 92.90 | 92.09 |
| 31 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.55 | 93.23 | 92.50 | 92.10 | 93.24 | 91.59 | 92.08 | 92.51 | 93.09 | 94.14 | 93.20 | 91.37 | 93.53 | 93.49 | 92.57 | 94.00 | 93.77 | 94.27 | 92.88 | 92.25 | 93.19 | 93.44 | 93.17 | 94.17 | 92.81 | 92.12 |
| 36 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.66 | 82.15 | 87.12 | 91.33 | 90.21 | 90.54 | 92.67 | 93.03 | 92.02 | 91.36 | 93.28 | 93.82 | 90.26 | 92.99 | 91.68 | 90.68 | 92.81 | 92.30 | 92.97 | 91.69 | 92.01 | 92.28 | 91.23 | 88.55 | 90.30 | 87.78 |
| 37 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.07 | 91.56 | 91.85 | 93.70 | 92.83 | 91.81 | 92.92 | 92.88 | 90.76 | 93.55 | 92.35 | 92.41 | 91.44 | 94.12 | 91.64 | 92.06 | 92.46 | 89.58 | 92.29 | 92.84 | 93.14 | 93.01 | 89.67 | 93.92 | 93.78 | 90.42 |
| 38 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.97 | 92.42 | 90.65 | 90.15 | 90.75 | 93.86 | 92.55 | 93.23 | 92.81 | 93.61 | 91.51 | 91.75 | 91.16 | 92.70 | 92.91 | 92.86 | 94.10 | 94.45 | 92.48 | 90.94 | 92.34 | 94.41 | 92.89 | 92.65 | 93.37 | 92.83 |
| 39 | 372 | 48 | 0.10 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.65 | 91.01 | 90.03 | 89.47 | 90.80 | 90.78 | 88.35 | 92.89 | 92.71 | 90.08 | 88.69 | 91.66 | 90.81 | 91.06 | 91.08 | 90.18 | 91.52 | 91.97 | 90.70 | 91.98 | 93.16 | 90.91 | 93.91 | 90.86 | 90.91 | 49.17 |
| 44 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.97 | 92.74 | 92.85 | 91.00 | 92.26 | 90.89 | 91.47 | 92.37 | 91.72 | 93.08 | 91.92 | 92.70 | 92.72 | 92.09 | 91.31 | 93.06 | 93.41 | 92.96 | 91.07 | 91.83 | 92.84 | 92.31 | 93.71 | 92.44 | 92.18 | 93.40 |
| 45 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.27 | 92.49 | 92.89 | 92.25 | 92.30 | 91.29 | 89.83 | 89.92 | 92.72 | 92.26 | 93.61 | 92.20 | 90.88 | 91.67 | 92.47 | 91.75 | 92.24 | 93.14 | 93.42 | 90.00 | 93.45 | 93.63 | 92.32 | 91.96 | 92.69 | 90.76 |
| 46 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.20 | 92.21 | 92.82 | 92.86 | 91.84 | 91.20 | 92.06 | 93.01 | 91.23 | 91.76 | 91.71 | 92.37 | 92.46 | 91.70 | 91.30 | 90.85 | 91.91 | 93.59 | 92.48 | 92.68 | 93.82 | 92.91 | 93.30 | 92.40 | 92.42 | 93.20 |
| 47 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.35 | 94.61 | 93.41 | 91.63 | 91.71 | 92.66 | 90.96 | 92.52 | 92.72 | 93.01 | 92.66 | 92.83 | 94.21 | 90.82 | 93.80 | 91.11 | 92.45 | 91.61 | 92.74 | 93.99 | 92.97 | 90.88 | 93.10 | 92.52 | 93.50 | 92.28 |
| 52 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.70 | 91.28 | 93.80 | 92.85 | 92.72 | 91.59 | 90.39 | 91.80 | 92.78 | 91.91 | 92.86 | 91.69 | 92.76 | 92.69 | 91.15 | 92.19 | 92.60 | 91.37 | 92.74 | 91.60 | 92.69 | 94.02 | 94.05 | 91.48 | 94.31 | 91.24 |
| 53 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.22 | 91.69 | 93.23 | 93.38 | 92.16 | 92.92 | 92.31 | 91.98 | 91.26 | 92.46 | 91.50 | 94.11 | 93.38 | 92.68 | 92.23 | 93.43 | 92.58 | 92.75 | 91.03 | 91.43 | 93.49 | 93.13 | 93.21 | 93.36 | 92.05 | 91.87 |
| 54 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.40 | 93.16 | 91.92 | 93.84 | 93.97 | 90.81 | 92.11 | 92.56 | 92.03 | 92.46 | 92.11 | 92.39 | 92.67 | 92.11 | 90.98 | 93.28 | 93.17 | 94.25 | 91.57 | 92.01 | 93.42 | 93.68 | 92.49 | 90.86 | 93.07 | 91.81 |
| 55 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.49 | 91.44 | 92.55 | 93.58 | 92.65 | 90.81 | 91.59 | 91.21 | 91.82 | 92.54 | 92.60 | 91.94 | 91.08 | 92.65 | 92.11 | 93.07 | 91.69 | 91.98 | 92.11 | 91.06 | 94.51 | 91.83 | 93.54 | 92.83 | 92.68 | 93.67 |
| 60 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.78 | 91.60 | 91.34 | 91.73 | 94.15 | 91.51 | 92.90 | 93.02 | 93.22 | 93.36 | 92.38 | 93.09 | 92.45 | 91.93 | 91.95 | 92.77 | 92.28 | 91.66 | 93.12 | 92.38 | 94.19 | 93.96 | 93.68 | 91.23 | 93.28 | 93.35 |
| 61 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.67 | 91.65 | 93.47 | 92.85 | 93.29 | 91.51 | 91.74 | 91.67 | 92.98 | 91.34 | 91.35 | 91.15 | 92.63 | 93.13 | 91.89 | 93.37 | 92.81 | 91.97 | 93.64 | 93.51 | 93.59 | 93.56 | 93.54 | 92.82 | 94.16 | 92.81 |
| 62 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.60 | 92.43 | 93.29 | 93.26 | 91.86 | 92.20 | 91.26 | 95.71 | 92.31 | 92.16 | 91.13 | 91.85 | 92.23 | 92.98 | 92.18 | 93.62 | 92.02 | 92.63 | 93.04 | 93.37 | 92.21 | 94.01 | 94.53 | 92.13 | 93.05 | 91.96 |
| 63 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.99 | 91.97 | 91.95 | 91.06 | 91.83 | 92.20 | 91.86 | 92.09 | 93.71 | 91.41 | 92.24 | 92.65 | 94.19 | 90.12 | 93.14 | 94.17 | 92.91 | 92.16 | 91.48 | 92.23 | 93.51 | 93.57 | 92.86 | 93.30 | 92.20 | 92.46 |
| 68 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.16 | 89.78 | 90.28 | 88.75 | 90.14 | 91.78 | 90.65 | 90.52 | 91.07 | 93.33 | 93.15 | 90.45 | 92.10 | 92.09 | 91.11 | 91.73 | 91.98 | 91.67 | 90.92 | 93.79 | 91.77 | 90.88 | 91.89 | 85.46 | 91.16 | 89.91 |
| 69 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.10 | 94.46 | 91.26 | 91.22 | 91.50 | 94.01 | 92.44 | 92.27 | 94.05 | 93.52 | 91.41 | 92.19 | 92.02 | 93.25 | 91.32 | 91.24 | 93.41 | 91.36 | 92.67 | 92.74 | 92.40 | 93.27 | 92.28 | 93.14 | 93.06 | 94.11 |
| 70 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.14 | 91.74 | 90.97 | 92.03 | 92.07 | 93.25 | 93.44 | 94.07 | 92.97 | 93.25 | 92.83 | 92.82 | 91.04 | 94.19 | 93.81 | 92.70 | 92.78 | 93.24 | 93.33 | 93.10 | 93.06 | 93.74 | 92.95 | 93.28 | 90.88 | 92.92 |
| 71 | 372 | 48 | 0.10 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.26 | 93.58 | 92.11 | 91.38 | 91.01 | 93.51 | 92.76 | 93.71 | 91.98 | 91.04 | 93.92 | 93.65 | 92.28 | 92.61 | 92.21 | 90.32 | 91.68 | 93.44 | 92.07 | 93.59 | 93.11 | 94.00 | 91.45 | 92.97 | 92.97 | 91.95 |
| 76 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.00 | 91.45 | 92.46 | 91.84 | 91.33 | 91.17 | 93.83 | 91.70 | 91.66 | 91.14 | 91.92 | 91.94 | 90.59 | 92.22 | 92.29 | 92.24 | 91.79 | 91.67 | 93.22 | 92.32 | 90.98 | 91.44 | 93.10 | 92.08 | 91.64 | 92.56 |
| 77 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.24 | 89.24 | 92.70 | 91.95 | 91.36 | 89.54 | 92.60 | 92.10 | 90.86 | 92.85 | 90.98 | 91.61 | 91.91 | 92.09 | 90.49 | 92.07 | 91.80 | 90.52 | 91.42 | 90.95 | 93.01 | 93.29 | 91.85 | 91.77 | 92.44 | 92.21 |
| 78 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.23 | 91.78 | 91.58 | 90.86 | 92.82 | 89.81 | 92.01 | 91.29 | 92.78 | 91.40 | 92.97 | 90.32 | 91.18 | 92.64 | 92.62 | 92.72 | 91.45 | 92.24 | 93.92 | 91.83 | 94.17 | 92.40 | 94.29 | 92.78 | 93.60 | 91.53 |
| 79 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.52 | 92.03 | 93.46 | 92.50 | 93.86 | 90.79 | 91.38 | 91.43 | 91.83 | 91.66 | 92.96 | 91.03 | 90.34 | 90.58 | 49.17 | 92.28 | 91.75 | 93.45 | 92.95 | 92.66 | 93.75 | 92.16 | 93.87 | 92.25 | 92.62 | 93.38 |
| 84 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.87 | 92.16 | 93.32 | 93.30 | 90.46 | 91.31 | 90.44 | 89.56 | 90.98 | 93.17 | 92.50 | 93.98 | 90.26 | 92.92 | 91.15 | 92.28 | 91.83 | 90.14 | 92.37 | 92.01 | 93.00 | 93.91 | 90.94 | 90.97 | 92.57 | 91.60 |
| 85 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.87 | 91.71 | 91.33 | 92.45 | 91.82 | 90.04 | 93.73 | 92.17 | 92.51 | 91.81 | 91.98 | 91.53 | 95.03 | 91.64 | 92.26 | 93.35 | 91.58 | 90.08 | 93.30 | 92.57 | 92.82 | 93.56 | 91.92 | 92.26 | 92.94 | 92.68 |
| 86 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.24 | 89.99 | 91.56 | 92.02 | 92.23 | 90.61 | 91.51 | 91.56 | 93.48 | 90.85 | 92.47 | 92.13 | 92.17 | 91.42 | 93.35 | 92.10 | 91.84 | 91.45 | 91.73 | 91.91 | 91.69 | 94.08 | 49.17 | 91.59 | 92.30 | 91.41 |
| 87 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.61 | 90.69 | 91.46 | 93.18 | 91.30 | 90.75 | 90.66 | 92.78 | 90.48 | 91.92 | 93.42 | 89.47 | 92.69 | 93.19 | 90.72 | 90.57 | 90.28 | 92.01 | 92.17 | 91.28 | 93.23 | 92.46 | 93.23 | 92.64 | 91.85 | 90.84 |
| 92 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.48 | 93.48 | 93.33 | 91.96 | 92.71 | 91.27 | 90.68 | 91.68 | 91.96 | 93.71 | 90.93 | 90.97 | 92.60 | 91.55 | 93.71 | 93.04 | 92.31 | 90.18 | 91.93 | 91.68 | 92.71 | 92.21 | 92.65 | 92.11 | 93.10 | 92.56 |
| 93 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.65 | 91.16 | 91.02 | 92.01 | 92.68 | 93.06 | 91.87 | 91.78 | 91.78 | 92.43 | 92.65 | 91.61 | 91.18 | 91.31 | 49.17 | 93.23 | 91.74 | 92.36 | 92.09 | 92.65 | 93.66 | 90.69 | 92.18 | 93.26 | 91.90 | 91.83 |
| 94 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.22 | 91.36 | 89.98 | 91.65 | 93.14 | 90.52 | 91.79 | 92.95 | 92.91 | 89.77 | 92.80 | 91.86 | 93.58 | 93.50 | 91.07 | 93.35 | 94.09 | 92.81 | 91.73 | 92.75 | 93.83 | 93.51 | 91.65 | 92.24 | 91.51 | 90.46 |
| 95 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.35 | 92.52 | 92.66 | 93.40 | 92.86 | 91.95 | 94.15 | 90.87 | 92.76 | 89.19 | 89.55 | 91.11 | 92.72 | 92.94 | 90.71 | 90.80 | 92.94 | 93.43 | 93.13 | 91.55 | 94.10 | 92.62 | 91.35 | 91.21 | 92.93 | 92.32 |
| 100 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.35 | 86.23 | 87.05 | 85.25 | 87.12 | 91.26 | 88.32 | 88.15 | 89.91 | 89.81 | 90.72 | 90.09 | 91.53 | 90.85 | 85.51 | 90.11 | 89.14 | 76.70 | 91.12 | 90.53 | 90.88 | 86.36 | 89.49 | 84.21 | 90.60 | 89.83 |
| 101 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.92 | 89.65 | 92.33 | 92.92 | 92.86 | 91.88 | 91.09 | 91.93 | 93.30 | 92.52 | 92.34 | 90.28 | 90.35 | 91.83 | 92.42 | 93.18 | 93.00 | 89.00 | 92.41 | 92.10 | 92.58 | 94.07 | 92.59 | 92.97 | 93.07 | 93.12 |
| 102 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.58 | 94.17 | 91.90 | 93.07 | 91.84 | 90.70 | 93.60 | 92.71 | 92.58 | 92.94 | 94.59 | 91.38 | 91.94 | 92.60 | 93.19 | 93.06 | 91.84 | 92.48 | 93.33 | 92.97 | 94.72 | 93.82 | 92.91 | 90.86 | 92.95 | 93.43 |
| 103 | 372 | 48 | 0.10 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.39 | 90.39 | 92.22 | 91.33 | 91.12 | 90.30 | 91.26 | 92.21 | 92.03 | 91.43 | 91.56 | 90.39 | 89.02 | 92.02 | 91.58 | 91.66 | 89.59 | 88.90 | 91.64 | 91.87 | 90.25 | 92.42 | 91.82 | 92.31 | 92.37 | 91.14 |
| 108 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.82 | 93.05 | 91.45 | 91.38 | 93.96 | 93.26 | 93.54 | 92.91 | 92.05 | 93.09 | 91.22 | 91.85 | 92.07 | 92.60 | 92.10 | 92.82 | 92.94 | 91.27 | 91.91 | 91.92 | 92.99 | 92.49 | 94.43 | 92.61 | 93.51 | 92.90 |
| 109 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.12 | 90.63 | 92.68 | 92.85 | 92.18 | 91.12 | 91.53 | 92.17 | 92.34 | 93.11 | 92.60 | 91.69 | 92.52 | 94.84 | 92.01 | 93.45 | 91.95 | 93.31 | 91.76 | 92.03 | 91.93 | 92.95 | 92.26 | 92.91 | 93.59 | 93.13 |
| 110 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.86 | 94.07 | 94.57 | 93.27 | 93.01 | 90.87 | 91.55 | 92.04 | 91.94 | 92.37 | 94.55 | 91.81 | 92.11 | 93.57 | 91.75 | 92.38 | 91.94 | 92.48 | 92.88 | 93.44 | 93.01 | 94.26 | 93.44 | 94.01 | 93.32 | 93.46 |
| 111 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.98 | 93.70 | 92.59 | 92.74 | 91.65 | 91.04 | 93.31 | 93.08 | 92.74 | 91.56 | 92.32 | 91.77 | 93.43 | 92.15 | 92.24 | 93.67 | 91.94 | 92.26 | 93.07 | 93.16 | 93.51 | 94.71 | 93.44 | 92.77 | 93.27 | 92.95 |
| 116 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.48 | 93.54 | 94.45 | 91.91 | 93.46 | 92.99 | 90.68 | 91.91 | 91.27 | 91.30 | 93.02 | 91.42 | 90.74 | 94.43 | 91.49 | 91.87 | 93.34 | 91.30 | 91.19 | 93.06 | 94.84 | 93.60 | 93.16 | 92.71 | 92.24 | 91.97 |
| 117 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.19 | 90.82 | 91.87 | 92.85 | 92.45 | 91.92 | 91.90 | 93.48 | 92.83 | 93.56 | 93.13 | 92.33 | 92.09 | 92.38 | 91.54 | 92.63 | 95.24 | 92.10 | 92.70 | 91.77 | 95.10 | 93.02 | 93.66 | 92.21 | 93.84 | 91.37 |
| 118 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.44 | 93.88 | 92.56 | 92.30 | 91.66 | 90.47 | 94.28 | 93.85 | 90.54 | 92.89 | 93.41 | 90.96 | 92.97 | 93.66 | 91.84 | 92.78 | 91.83 | 91.64 | 93.77 | 91.75 | 93.01 | 92.78 | 93.53 | 92.64 | 94.35 | 92.67 |
| 119 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.54 | 92.80 | 93.15 | 91.02 | 93.19 | 91.79 | 91.82 | 91.13 | 93.59 | 93.58 | 93.05 | 93.02 | 92.46 | 92.93 | 92.89 | 92.84 | 94.95 | 94.88 | 92.85 | 92.11 | 93.74 | 93.26 | 93.44 | 93.17 | 94.46 | 92.72 |
| 124 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.46 | 92.30 | 93.42 | 91.64 | 93.94 | 91.81 | 93.51 | 91.81 | 91.02 | 91.73 | 93.55 | 92.41 | 93.47 | 92.67 | 91.39 | 93.19 | 92.34 | 92.91 | 93.53 | 91.64 | 93.47 | 92.42 | 91.94 | 93.04 | 92.00 | 93.35 |
| 125 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.01 | 92.75 | 91.72 | 92.02 | 92.36 | 92.60 | 93.20 | 92.97 | 92.33 | 92.78 | 92.93 | 92.89 | 92.26 | 92.94 | 92.80 | 92.33 | 93.53 | 91.15 | 93.38 | 92.34 | 94.20 | 93.12 | 92.51 | 92.88 | 94.10 | 92.74 |
| 126 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.23 | 93.25 | 94.29 | 92.20 | 92.21 | 91.87 | 92.80 | 93.82 | 92.60 | 92.12 | 91.31 | 92.10 | 94.25 | 93.70 | 93.43 | 92.31 | 92.20 | 94.30 | 91.81 | 92.41 | 93.71 | 93.75 | 93.39 | 91.70 | 92.28 | 92.99 |
| 127 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.81 | 92.78 | 94.93 | 91.86 | 93.11 | 91.05 | 91.46 | 92.06 | 92.90 | 92.65 | 92.14 | 92.58 | 91.94 | 92.53 | 91.36 | 91.66 | 92.26 | 92.99 | 92.79 | 92.78 | 94.23 | 93.01 | 94.19 | 93.37 | 92.37 | 91.51 |
| 132 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.34 | 86.94 | 84.11 | 85.87 | 90.19 | 92.62 | 92.73 | 89.59 | 90.98 | 91.10 | 91.26 | 91.41 | 92.23 | 89.68 | 81.49 | 90.63 | 90.93 | 91.30 | 93.51 | 91.75 | 85.75 | 91.63 | 90.71 | 86.08 | 91.78 | 90.14 |
| 133 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.44 | 92.41 | 93.72 | 92.34 | 91.81 | 90.65 | 92.51 | 92.91 | 92.37 | 91.78 | 93.31 | 91.79 | 92.34 | 94.09 | 93.52 | 92.34 | 93.13 | 92.58 | 92.86 | 94.05 | 92.37 | 93.50 | 92.99 | 91.43 | 91.83 | 91.28 |
| 134 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.80 | 90.85 | 92.05 | 90.90 | 93.71 | 92.77 | 89.45 | 89.77 | 92.29 | 91.63 | 90.99 | 91.50 | 93.88 | 92.66 | 91.30 | 92.68 | 92.38 | 92.51 | 93.35 | 91.93 | 92.10 | 92.94 | 92.48 | 91.77 | 92.83 | 92.69 |
| 135 | 372 | 48 | 0.10 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.95 | 91.38 | 91.40 | 92.64 | 92.27 | 93.57 | 93.08 | 93.32 | 93.37 | 92.41 | 90.13 | 90.77 | 91.53 | 92.29 | 91.77 | 92.63 | 93.80 | 93.21 | 92.96 | 92.44 | 94.51 | 93.25 | 93.54 | 93.22 | 93.60 | 91.55 |
| 140 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.59 | 92.99 | 93.99 | 92.32 | 92.88 | 91.03 | 91.70 | 92.48 | 92.46 | 91.46 | 91.32 | 91.33 | 91.85 | 93.04 | 92.77 | 92.85 | 94.58 | 92.28 | 91.29 | 92.29 | 93.22 | 93.82 | 91.80 | 93.69 | 92.05 | 93.51 |
| 141 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.03 | 90.99 | 93.41 | 91.60 | 92.80 | 93.11 | 92.72 | 92.73 | 92.17 | 92.68 | 91.93 | 91.95 | 92.62 | 91.54 | 93.13 | 92.62 | 94.26 | 92.38 | 94.17 | 92.98 | 93.45 | 92.86 | 93.94 | 91.37 | 91.40 | 92.99 |
| 142 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.68 | 92.96 | 92.81 | 92.72 | 92.64 | 89.94 | 90.96 | 93.18 | 91.20 | 90.41 | 92.78 | 91.60 | 93.66 | 90.55 | 92.53 | 91.17 | 92.30 | 91.99 | 93.23 | 91.35 | 95.10 | 93.99 | 95.63 | 92.93 | 92.82 | 93.20 |
| 143 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.14 | 94.44 | 91.64 | 92.10 | 94.42 | 91.26 | 91.83 | 92.73 | 91.61 | 91.23 | 91.09 | 92.75 | 92.12 | 90.64 | 92.43 | 94.29 | 92.47 | 92.90 | 94.29 | 89.73 | 94.44 | 93.41 | 92.07 | 91.69 | 93.14 | 93.29 |
| 148 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.54 | 49.17 | 91.86 | 90.48 | 92.96 | 92.07 | 93.15 | 91.80 | 91.88 | 92.86 | 92.65 | 89.63 | 93.10 | 92.44 | 93.09 | 92.24 | 93.61 | 93.20 | 92.40 | 90.46 | 92.55 | 92.40 | 92.22 | 93.75 | 92.58 | 91.35 |
| 149 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.14 | 91.20 | 93.84 | 92.83 | 92.87 | 92.12 | 91.09 | 92.75 | 94.04 | 90.47 | 92.09 | 93.33 | 93.54 | 93.62 | 92.20 | 92.53 | 93.30 | 92.89 | 93.55 | 93.30 | 93.88 | 92.94 | 94.95 | 92.41 | 92.58 | 93.33 |
| 150 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.69 | 92.23 | 93.14 | 92.03 | 91.62 | 91.30 | 93.08 | 91.78 | 92.95 | 93.29 | 92.59 | 90.45 | 93.00 | 93.58 | 91.29 | 92.68 | 92.49 | 94.81 | 93.16 | 92.33 | 94.85 | 93.26 | 92.97 | 92.99 | 93.02 | 90.83 |
| 151 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.20 | 91.86 | 93.51 | 92.19 | 93.63 | 91.63 | 93.19 | 93.29 | 91.04 | 91.54 | 92.20 | 90.83 | 93.59 | 92.56 | 91.22 | 91.87 | 92.67 | 93.22 | 92.74 | 93.04 | 93.15 | 91.98 | 93.57 | 91.26 | 93.15 | 92.74 |
| 156 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.52 | 92.52 | 92.53 | 92.73 | 90.25 | 89.52 | 90.85 | 89.28 | 92.85 | 92.48 | 92.66 | 93.37 | 90.93 | 94.28 | 92.59 | 92.86 | 91.21 | 91.97 | 91.94 | 91.52 | 92.18 | 92.36 | 93.04 | 92.47 | 91.97 | 91.20 |
| 157 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.86 | 92.57 | 94.04 | 93.29 | 94.49 | 91.60 | 91.90 | 92.59 | 92.89 | 93.14 | 92.40 | 91.63 | 92.87 | 95.16 | 94.01 | 92.72 | 92.73 | 93.76 | 93.45 | 92.49 | 95.06 | 94.69 | 94.22 | 93.16 | 92.79 | 92.02 |
| 158 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.57 | 92.12 | 94.19 | 92.93 | 92.80 | 93.41 | 92.44 | 92.50 | 94.23 | 90.85 | 91.61 | 92.08 | 93.11 | 91.07 | 92.71 | 91.48 | 94.41 | 92.39 | 93.78 | 91.07 | 94.60 | 93.41 | 92.87 | 93.26 | 94.36 | 92.96 |
| 159 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.67 | 91.00 | 93.05 | 92.02 | 93.80 | 91.76 | 91.40 | 90.57 | 91.32 | 91.56 | 92.86 | 89.74 | 94.06 | 93.90 | 92.70 | 91.38 | 92.50 | 94.17 | 91.63 | 92.87 | 93.97 | 92.38 | 93.34 | 91.26 | 92.41 | 91.38 |
| 164 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.43 | 93.68 | 88.97 | 89.94 | 89.67 | 89.94 | 92.14 | 93.20 | 91.43 | 92.66 | 92.23 | 91.71 | 90.86 | 92.34 | 91.52 | 91.96 | 91.03 | 91.79 | 92.95 | 91.72 | 91.77 | 89.13 | 91.17 | 92.07 | 92.04 | 91.55 |
| 165 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.26 | 93.01 | 92.84 | 91.54 | 92.47 | 92.75 | 93.01 | 94.29 | 93.66 | 93.93 | 91.79 | 91.82 | 92.28 | 91.49 | 92.42 | 93.09 | 92.77 | 94.54 | 92.45 | 93.14 | 93.08 | 92.79 | 93.80 | 93.16 | 92.99 | 94.04 |
| 166 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.89 | 90.71 | 93.46 | 89.31 | 90.38 | 90.09 | 92.72 | 92.79 | 89.35 | 92.35 | 91.26 | 90.18 | 91.89 | 92.02 | 92.06 | 90.28 | 92.27 | 91.35 | 91.51 | 89.85 | 93.59 | 93.14 | 92.36 | 91.90 | 92.00 | 92.51 |
| 167 | 372 | 48 | 0.10 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.82 | 92.74 | 93.28 | 93.32 | 91.89 | 92.04 | 93.17 | 93.21 | 93.45 | 93.39 | 93.01 | 92.51 | 92.65 | 93.95 | 93.68 | 92.33 | 93.45 | 92.37 | 94.86 | 93.39 | 92.99 | 93.75 | 91.60 | 92.42 | 92.57 | 91.67 |
| 172 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.21 | 90.46 | 91.74 | 92.81 | 93.34 | 92.18 | 93.73 | 90.91 | 92.54 | 94.41 | 92.46 | 92.89 | 92.88 | 91.34 | 90.33 | 89.58 | 92.51 | 92.63 | 91.72 | 92.22 | 92.71 | 92.03 | 92.55 | 91.96 | 93.15 | 92.25 |
| 173 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.06 | 91.39 | 91.73 | 92.59 | 93.11 | 93.14 | 93.07 | 92.04 | 90.60 | 91.18 | 93.31 | 90.82 | 91.86 | 91.65 | 92.34 | 93.49 | 91.99 | 90.07 | 91.47 | 90.30 | 92.58 | 94.18 | 91.78 | 92.41 | 90.93 | 90.76 |
| 174 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.07 | 93.69 | 94.21 | 94.29 | 93.05 | 92.16 | 92.81 | 93.05 | 91.96 | 94.21 | 91.66 | 89.60 | 90.83 | 92.16 | 91.40 | 90.71 | 92.08 | 92.89 | 93.61 | 92.00 | 93.46 | 93.83 | 92.78 | 92.66 | 92.56 | 93.95 |
| 175 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.52 | 93.49 | 92.74 | 91.65 | 93.50 | 90.05 | 92.35 | 92.37 | 91.97 | 93.91 | 92.69 | 91.78 | 94.36 | 93.86 | 91.62 | 91.70 | 93.04 | 94.58 | 91.84 | 92.11 | 94.09 | 93.20 | 94.16 | 92.53 | 91.63 | 90.71 |
| 180 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.36 | 92.48 | 89.58 | 92.44 | 92.79 | 93.32 | 92.22 | 91.87 | 93.37 | 91.46 | 93.70 | 90.55 | 93.63 | 92.26 | 91.25 | 92.52 | 92.62 | 91.91 | 93.36 | 91.41 | 91.75 | 91.88 | 94.15 | 92.40 | 93.51 | 92.17 |
| 181 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.35 | 91.26 | 88.59 | 92.56 | 92.80 | 92.58 | 89.53 | 92.83 | 92.25 | 92.85 | 92.23 | 91.00 | 91.94 | 92.11 | 92.56 | 91.12 | 92.20 | 93.34 | 90.35 | 92.54 | 91.65 | 93.84 | 92.89 | 93.10 | 92.33 | 91.72 |
| 182 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.99 | 91.68 | 92.13 | 91.85 | 91.80 | 92.16 | 93.09 | 91.96 | 91.25 | 91.04 | 93.67 | 90.22 | 91.56 | 92.04 | 90.68 | 94.83 | 92.88 | 91.05 | 91.66 | 93.30 | 92.24 | 93.24 | 93.18 | 92.01 | 93.06 | 91.70 |
| 183 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.36 | 92.06 | 90.44 | 91.44 | 91.47 | 91.82 | 92.58 | 93.00 | 91.81 | 92.62 | 92.44 | 91.12 | 90.70 | 91.57 | 92.19 | 91.56 | 93.34 | 93.45 | 92.55 | 92.37 | 94.12 | 93.21 | 92.54 | 92.74 | 90.30 | 91.32 |
| 188 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.61 | 94.45 | 92.74 | 92.14 | 91.08 | 92.44 | 91.62 | 91.26 | 93.16 | 91.93 | 89.46 | 94.59 | 93.86 | 90.99 | 91.81 | 91.66 | 92.89 | 93.45 | 91.76 | 92.28 | 92.60 | 94.23 | 90.32 | 90.56 | 91.17 | 92.30 |
| 189 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.19 | 91.22 | 94.35 | 90.12 | 90.68 | 90.90 | 92.86 | 92.23 | 92.65 | 91.72 | 93.38 | 92.30 | 93.03 | 92.38 | 94.37 | 92.93 | 94.03 | 91.90 | 92.08 | 92.63 | 93.67 | 93.63 | 92.41 | 93.06 | 91.97 | 91.53 |
| 190 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.90 | 91.62 | 91.49 | 92.19 | 89.77 | 91.42 | 93.84 | 90.91 | 92.82 | 92.05 | 91.00 | 92.34 | 90.97 | 95.65 | 91.33 | 90.76 | 92.92 | 90.94 | 92.23 | 91.61 | 93.08 | 92.98 | 92.83 | 93.47 | 92.85 | 90.87 |
| 191 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.84 | 91.79 | 90.33 | 90.97 | 93.97 | 92.22 | 90.79 | 93.42 | 93.38 | 93.44 | 93.09 | 92.58 | 92.73 | 89.70 | 91.74 | 93.36 | 91.08 | 93.05 | 92.73 | 92.43 | 94.80 | 92.56 | 93.00 | 91.20 | 93.56 | 92.69 |
| 196 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.39 | 92.36 | 92.12 | 89.98 | 90.67 | 91.39 | 91.19 | 89.69 | 90.84 | 92.14 | 90.67 | 89.48 | 92.48 | 91.80 | 90.74 | 92.63 | 92.47 | 91.72 | 90.58 | 90.59 | 93.35 | 90.92 | 92.29 | 93.73 | 92.56 | 90.43 |
| 197 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.03 | 92.77 | 91.02 | 89.21 | 90.34 | 91.48 | 90.80 | 89.57 | 91.57 | 94.00 | 91.54 | 90.74 | 88.71 | 91.20 | 90.17 | 90.63 | 91.60 | 89.06 | 91.52 | 91.23 | 93.10 | 90.20 | 91.87 | 91.20 | 91.07 | 91.62 |
| 198 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.38 | 92.99 | 90.28 | 91.65 | 92.06 | 90.91 | 90.21 | 91.10 | 91.26 | 91.11 | 89.87 | 90.37 | 92.55 | 92.47 | 89.59 | 90.30 | 92.31 | 91.92 | 91.80 | 91.08 | 93.39 | 92.59 | 91.98 | 91.33 | 90.72 | 92.57 |
| 199 | 372 | 48 | 0.01 | 8 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.18 | 91.19 | 91.14 | 90.68 | 92.52 | 90.93 | 90.48 | 91.70 | 90.69 | 89.61 | 90.98 | 92.80 | 89.42 | 90.14 | 88.33 | 92.06 | 90.35 | 90.37 | 92.15 | 89.57 | 91.74 | 91.23 | 91.11 | 89.55 | 91.98 | 87.90 |
| 204 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.49 | 92.56 | 91.94 | 92.17 | 90.85 | 91.29 | 91.36 | 90.01 | 93.67 | 93.43 | 90.86 | 88.09 | 91.14 | 91.96 | 91.99 | 92.90 | 93.24 | 93.07 | 91.07 | 92.22 | 91.91 | 91.82 | 92.83 | 90.76 | 91.63 | 91.11 |
| 205 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.29 | 92.05 | 90.75 | 90.61 | 91.54 | 90.01 | 89.17 | 91.80 | 90.14 | 92.34 | 91.82 | 89.12 | 89.77 | 91.47 | 90.69 | 93.68 | 91.66 | 90.30 | 91.94 | 90.70 | 93.97 | 90.40 | 91.42 | 90.66 | 92.68 | 91.14 |
| 206 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.68 | 87.30 | 91.66 | 90.64 | 92.47 | 92.26 | 92.05 | 90.78 | 90.56 | 91.43 | 91.57 | 90.75 | 90.13 | 90.47 | 90.10 | 91.86 | 91.43 | 92.37 | 93.13 | 90.93 | 92.47 | 91.81 | 92.79 | 91.58 | 91.62 | 91.38 |
| 207 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.71 | 93.76 | 90.75 | 92.58 | 89.64 | 90.24 | 90.49 | 91.41 | 91.08 | 91.76 | 92.46 | 89.73 | 89.58 | 92.86 | 90.04 | 90.79 | 90.35 | 90.27 | 91.60 | 88.75 | 93.00 | 91.95 | 91.37 | 91.23 | 93.38 | 90.78 |
| 212 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.34 | 92.48 | 91.71 | 92.08 | 91.96 | 88.88 | 92.92 | 88.74 | 90.44 | 92.57 | 91.53 | 92.90 | 90.94 | 90.53 | 91.12 | 93.65 | 93.29 | 92.63 | 91.13 | 91.82 | 91.40 | 90.05 | 93.39 | 90.75 | 92.64 | 92.76 |
| 213 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.83 | 90.12 | 89.95 | 90.06 | 92.28 | 89.34 | 90.30 | 91.27 | 92.29 | 90.51 | 92.55 | 92.54 | 90.95 | 91.48 | 89.99 | 91.64 | 93.01 | 92.33 | 93.47 | 92.33 | 92.80 | 92.67 | 92.97 | 92.69 | 93.84 | 91.77 |
| 214 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.74 | 92.13 | 91.55 | 91.55 | 90.90 | 92.13 | 89.70 | 92.75 | 90.20 | 90.48 | 92.51 | 90.32 | 91.38 | 92.87 | 90.18 | 92.27 | 93.97 | 92.84 | 93.08 | 90.85 | 93.06 | 91.36 | 92.08 | 91.37 | 91.34 | 92.11 |
| 215 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.25 | 91.03 | 92.63 | 90.52 | 92.37 | 92.38 | 91.46 | 92.77 | 90.97 | 92.24 | 91.77 | 91.11 | 91.11 | 90.07 | 90.84 | 90.32 | 92.31 | 89.48 | 92.94 | 92.58 | 93.23 | 92.79 | 93.08 | 93.52 | 93.50 | 92.66 |
| 220 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.86 | 92.93 | 93.26 | 91.56 | 90.93 | 90.30 | 89.83 | 91.16 | 89.99 | 92.34 | 92.53 | 90.20 | 90.42 | 92.54 | 90.77 | 92.65 | 93.23 | 92.23 | 93.73 | 93.69 | 92.07 | 91.71 | 94.95 | 93.63 | 92.73 | 87.97 |
| 221 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.20 | 91.83 | 91.10 | 91.00 | 91.27 | 90.05 | 91.95 | 91.97 | 91.42 | 92.07 | 87.87 | 90.80 | 89.80 | 89.85 | 92.05 | 89.57 | 90.60 | 90.18 | 91.89 | 92.99 | 92.44 | 92.33 | 93.29 | 92.84 | 92.27 | 92.22 |
| 222 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.07 | 91.80 | 91.94 | 90.73 | 90.00 | 91.25 | 91.83 | 92.15 | 93.91 | 92.54 | 92.16 | 90.35 | 91.51 | 93.72 | 90.82 | 91.75 | 92.02 | 91.19 | 93.38 | 92.71 | 93.31 | 92.52 | 93.79 | 93.47 | 91.96 | 93.23 |
| 223 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.64 | 92.74 | 93.29 | 91.96 | 91.54 | 91.63 | 91.59 | 91.44 | 94.04 | 92.14 | 91.70 | 91.60 | 92.03 | 92.02 | 90.98 | 91.73 | 92.52 | 93.77 | 93.63 | 92.74 | 93.73 | 92.66 | 92.44 | 92.21 | 93.20 | 91.74 |
| 228 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.12 | 90.93 | 92.69 | 90.36 | 89.45 | 90.98 | 91.73 | 90.12 | 89.72 | 91.41 | 92.28 | 89.49 | 89.71 | 90.84 | 90.74 | 89.07 | 92.52 | 90.52 | 90.62 | 90.50 | 91.18 | 90.12 | 91.63 | 92.13 | 90.41 | 89.89 |
| 229 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.94 | 91.94 | 90.97 | 90.80 | 88.22 | 90.74 | 89.10 | 89.32 | 90.60 | 91.72 | 90.39 | 90.36 | 89.55 | 91.31 | 90.42 | 92.03 | 89.87 | 92.02 | 89.58 | 89.62 | 91.94 | 91.25 | 92.20 | 89.71 | 93.13 | 89.29 |
| 230 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.74 | 91.33 | 93.10 | 89.92 | 91.38 | 91.04 | 91.63 | 90.55 | 90.41 | 90.30 | 91.25 | 92.23 | 92.82 | 90.50 | 90.30 | 92.33 | 90.38 | 93.57 | 91.85 | 89.12 | 92.59 | 92.31 | 91.44 | 91.89 | 93.16 | 89.33 |
| 231 | 372 | 48 | 0.01 | 8 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.02 | 92.05 | 90.86 | 91.87 | 92.58 | 88.73 | 93.44 | 89.56 | 91.20 | 92.64 | 90.11 | 89.37 | 92.85 | 90.88 | 91.92 | 91.84 | 91.20 | 92.44 | 92.28 | 91.83 | 91.68 | 92.70 | 93.32 | 91.68 | 92.49 | 92.67 |
| 236 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.00 | 89.95 | 90.80 | 91.02 | 90.79 | 90.09 | 92.41 | 91.61 | 91.09 | 92.14 | 90.56 | 89.10 | 89.79 | 90.81 | 89.81 | 91.72 | 92.59 | 90.59 | 91.10 | 88.57 | 91.38 | 91.02 | 92.12 | 91.80 | 92.66 | 90.88 |
| 237 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.64 | 90.58 | 88.58 | 91.89 | 92.30 | 91.02 | 89.77 | 90.39 | 93.33 | 90.88 | 89.00 | 89.49 | 90.27 | 92.80 | 90.41 | 90.37 | 90.58 | 93.49 | 93.00 | 91.30 | 91.83 | 93.51 | 92.82 | 91.86 | 91.02 | 91.50 |
| 238 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.02 | 91.86 | 89.45 | 92.25 | 91.88 | 92.77 | 90.67 | 92.10 | 92.26 | 92.44 | 93.65 | 89.06 | 91.03 | 91.39 | 90.02 | 91.64 | 92.84 | 91.54 | 92.47 | 90.62 | 92.75 | 91.27 | 92.85 | 90.64 | 90.90 | 90.85 |
| 239 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.55 | 91.13 | 90.72 | 92.06 | 91.51 | 91.54 | 89.20 | 92.51 | 91.54 | 89.70 | 89.25 | 92.26 | 92.01 | 92.83 | 91.91 | 90.08 | 90.02 | 92.16 | 93.26 | 89.23 | 92.47 | 91.40 | 92.18 | 92.40 | 89.19 | 91.72 |
| 244 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.40 | 92.95 | 93.54 | 93.04 | 91.87 | 91.40 | 91.01 | 95.12 | 92.11 | 90.63 | 90.88 | 91.21 | 91.60 | 93.39 | 90.31 | 92.98 | 91.95 | 92.79 | 93.69 | 89.48 | 91.15 | 92.29 | 93.36 | 93.76 | 91.48 | 90.99 |
| 245 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.05 | 91.58 | 92.31 | 92.09 | 91.12 | 92.64 | 91.62 | 90.67 | 94.15 | 91.34 | 91.87 | 91.83 | 91.42 | 90.84 | 90.63 | 91.59 | 90.87 | 91.66 | 92.85 | 91.82 | 93.29 | 92.88 | 93.69 | 93.71 | 92.37 | 90.90 |
| 246 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.54 | 92.11 | 92.12 | 90.30 | 90.99 | 91.08 | 90.98 | 93.69 | 92.24 | 92.13 | 91.78 | 89.94 | 91.98 | 91.64 | 91.72 | 93.69 | 91.26 | 91.99 | 93.29 | 91.09 | 92.25 | 93.77 | 93.28 | 92.01 | 91.46 | 92.12 |
| 247 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.53 | 92.56 | 91.92 | 92.57 | 92.48 | 91.60 | 90.59 | 92.95 | 91.13 | 92.12 | 92.81 | 89.71 | 91.54 | 91.57 | 92.22 | 90.96 | 93.50 | 91.26 | 94.34 | 92.06 | 93.48 | 91.62 | 91.95 | 91.36 | 92.26 | 90.19 |
| 252 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.36 | 92.09 | 92.22 | 91.06 | 93.18 | 92.32 | 92.03 | 91.36 | 92.85 | 92.27 | 91.38 | 92.05 | 92.22 | 93.40 | 91.35 | 91.91 | 91.85 | 91.44 | 94.30 | 92.85 | 94.82 | 92.11 | 92.93 | 92.72 | 93.16 | 91.28 |
| 253 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.56 | 91.84 | 92.18 | 91.64 | 89.85 | 90.16 | 91.09 | 91.80 | 90.45 | 94.23 | 93.35 | 91.83 | 92.65 | 92.97 | 93.52 | 92.44 | 93.24 | 90.64 | 92.46 | 92.44 | 92.82 | 92.50 | 94.10 | 92.95 | 92.91 | 92.82 |
| 254 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.30 | 91.80 | 91.60 | 92.03 | 91.29 | 90.86 | 92.53 | 89.98 | 91.55 | 89.87 | 92.68 | 92.81 | 91.48 | 91.22 | 90.12 | 90.47 | 91.91 | 91.77 | 92.51 | 91.81 | 93.28 | 94.45 | 92.97 | 92.49 | 92.89 | 91.79 |
| 255 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.34 | 93.38 | 92.00 | 90.44 | 90.11 | 92.83 | 91.23 | 91.36 | 90.82 | 91.64 | 90.92 | 90.35 | 91.60 | 90.81 | 90.98 | 93.16 | 92.22 | 91.52 | 91.74 | 92.61 | 93.55 | 93.19 | 94.30 | 92.34 | 92.45 | 91.69 |
| 260 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.84 | 91.16 | 90.53 | 92.28 | 88.82 | 89.62 | 89.32 | 89.87 | 89.74 | 90.35 | 90.22 | 88.90 | 89.31 | 91.51 | 89.89 | 92.17 | 92.66 | 89.55 | 90.87 | 90.24 | 91.99 | 91.01 | 91.73 | 91.02 | 89.32 | 90.08 |
| 261 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.30 | 92.73 | 89.45 | 90.93 | 90.73 | 90.92 | 92.03 | 91.48 | 93.04 | 89.32 | 93.58 | 90.99 | 91.64 | 92.24 | 92.41 | 90.62 | 91.43 | 91.91 | 92.21 | 90.02 | 92.33 | 92.83 | 92.09 | 92.69 | 92.83 | 90.65 |
| 262 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.90 | 89.72 | 91.52 | 88.91 | 90.69 | 90.05 | 90.12 | 91.81 | 89.44 | 89.96 | 90.90 | 90.56 | 88.31 | 92.59 | 92.47 | 90.67 | 92.92 | 90.41 | 91.78 | 90.61 | 91.33 | 90.29 | 91.04 | 89.05 | 90.01 | 90.68 |
| 263 | 372 | 48 | 0.01 | 8 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.37 | 91.30 | 92.88 | 91.83 | 93.04 | 93.24 | 90.05 | 90.34 | 90.71 | 89.12 | 92.58 | 90.55 | 90.72 | 90.99 | 91.47 | 90.92 | 92.83 | 90.87 | 92.02 | 92.20 | 93.09 | 93.16 | 91.16 | 90.43 | 93.07 | 91.73 |
| 268 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.80 | 91.18 | 91.38 | 90.37 | 91.76 | 89.92 | 89.24 | 92.28 | 89.61 | 91.60 | 91.28 | 89.37 | 88.36 | 89.57 | 91.85 | 90.51 | 91.22 | 91.05 | 90.34 | 88.73 | 92.31 | 89.37 | 91.58 | 90.18 | 89.36 | 88.74 |
| 269 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.85 | 88.86 | 91.77 | 93.10 | 90.37 | 90.27 | 91.46 | 91.79 | 91.31 | 92.17 | 89.28 | 90.59 | 90.45 | 91.32 | 92.00 | 91.87 | 92.21 | 92.14 | 92.95 | 89.34 | 92.07 | 90.94 | 92.36 | 91.22 | 90.79 | 91.64 |
| 270 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.12 | 92.37 | 89.46 | 90.77 | 91.64 | 89.72 | 90.40 | 90.53 | 90.80 | 89.84 | 91.50 | 89.36 | 91.48 | 91.33 | 90.30 | 90.92 | 91.02 | 93.25 | 91.76 | 91.12 | 90.67 | 90.31 | 90.29 | 91.32 | 90.09 | 90.61 |
| 271 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.75 | 91.75 | 94.56 | 92.34 | 90.48 | 89.58 | 90.14 | 91.03 | 92.19 | 92.84 | 92.70 | 90.61 | 92.36 | 89.70 | 90.48 | 90.65 | 91.43 | 90.49 | 91.06 | 92.69 | 90.49 | 92.77 | 90.08 | 90.64 | 93.83 | 90.26 |
| 276 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.33 | 92.18 | 92.82 | 92.00 | 93.96 | 92.08 | 93.10 | 90.78 | 91.83 | 91.10 | 93.68 | 90.78 | 91.96 | 93.08 | 91.28 | 90.76 | 90.81 | 92.55 | 90.78 | 91.14 | 94.77 | 93.13 | 93.43 | 91.95 | 90.58 | 91.14 |
| 277 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.84 | 91.10 | 92.54 | 91.03 | 93.68 | 90.07 | 91.17 | 92.22 | 93.12 | 91.73 | 90.81 | 90.59 | 90.66 | 89.50 | 92.22 | 91.56 | 93.58 | 92.12 | 92.06 | 90.69 | 92.83 | 92.07 | 91.78 | 93.14 | 92.19 | 90.96 |
| 278 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.13 | 89.77 | 92.56 | 91.32 | 91.91 | 92.50 | 93.85 | 92.30 | 91.93 | 90.26 | 92.77 | 89.87 | 92.41 | 89.84 | 91.45 | 91.38 | 91.78 | 89.89 | 91.82 | 93.59 | 91.45 | 92.40 | 93.84 | 92.58 | 93.31 | 89.53 |
| 279 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.28 | 93.39 | 92.03 | 90.24 | 92.87 | 91.13 | 92.36 | 91.53 | 91.82 | 93.48 | 91.64 | 90.73 | 92.22 | 93.64 | 90.92 | 92.91 | 92.73 | 91.84 | 92.46 | 91.41 | 92.84 | 93.38 | 93.50 | 92.22 | 92.54 | 91.12 |
| 284 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.46 | 93.60 | 92.44 | 92.22 | 93.16 | 91.09 | 93.48 | 92.77 | 92.85 | 92.63 | 90.93 | 90.64 | 92.14 | 90.61 | 90.80 | 91.94 | 93.34 | 92.62 | 91.53 | 92.98 | 93.00 | 92.19 | 93.84 | 92.73 | 92.85 | 91.78 |
| 285 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.77 | 91.78 | 91.15 | 90.76 | 94.62 | 90.66 | 92.83 | 90.84 | 93.06 | 93.87 | 91.49 | 92.55 | 92.14 | 92.77 | 92.86 | 92.89 | 92.41 | 92.38 | 90.86 | 90.19 | 94.77 | 92.80 | 93.01 | 90.74 | 93.05 | 92.65 |
| 286 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.53 | 92.92 | 89.14 | 91.15 | 93.17 | 90.89 | 91.65 | 88.88 | 91.40 | 91.86 | 93.25 | 91.54 | 90.07 | 92.84 | 91.19 | 92.79 | 91.91 | 92.83 | 93.43 | 91.66 | 92.86 | 92.89 | 94.92 | 92.28 | 91.53 | 91.52 |
| 287 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.21 | 90.76 | 91.77 | 92.59 | 90.83 | 92.95 | 92.45 | 91.97 | 93.04 | 91.02 | 91.58 | 92.17 | 92.65 | 91.53 | 91.16 | 91.01 | 91.25 | 92.50 | 92.27 | 89.27 | 92.35 | 92.37 | 93.52 | 92.36 | 93.41 | 92.42 |
| 292 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.61 | 91.12 | 90.75 | 90.02 | 92.34 | 89.57 | 89.98 | 91.32 | 90.79 | 91.39 | 90.16 | 88.44 | 90.87 | 89.33 | 89.47 | 90.06 | 92.62 | 93.26 | 91.11 | 89.88 | 91.53 | 91.57 | 93.11 | 91.61 | 89.79 | 91.39 |
| 293 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.97 | 91.48 | 92.98 | 90.25 | 90.98 | 90.87 | 90.91 | 91.35 | 91.34 | 88.49 | 92.12 | 92.97 | 91.37 | 91.91 | 90.56 | 90.13 | 93.25 | 89.77 | 92.41 | 91.90 | 92.37 | 91.46 | 89.83 | 92.61 | 90.90 | 92.37 |
| 294 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.23 | 91.62 | 89.11 | 91.28 | 90.59 | 90.76 | 91.24 | 89.93 | 90.26 | 91.69 | 90.85 | 91.72 | 90.46 | 90.90 | 90.90 | 92.93 | 91.02 | 91.97 | 91.14 | 90.51 | 92.51 | 91.08 | 90.38 | 90.87 | 90.80 | 91.07 |
| 295 | 372 | 48 | 0.01 | 8 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.69 | 89.07 | 90.07 | 87.85 | 88.34 | 91.21 | 91.67 | 92.03 | 89.64 | 91.58 | 90.25 | 90.46 | 90.30 | 89.51 | 89.49 | 92.66 | 89.17 | 92.44 | 88.59 | 89.64 | 90.44 | 91.03 | 89.80 | 90.20 | 92.04 | 86.22 |
| 300 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.54 | 89.84 | 93.00 | 91.53 | 89.25 | 88.65 | 91.34 | 90.46 | 90.36 | 91.08 | 91.57 | 93.32 | 92.08 | 91.39 | 90.49 | 92.16 | 90.56 | 91.81 | 92.85 | 91.71 | 92.51 | 91.98 | 92.50 | 91.38 | 93.42 | 92.28 |
| 301 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.98 | 91.33 | 93.41 | 90.20 | 91.07 | 91.75 | 91.21 | 92.50 | 89.59 | 90.59 | 91.04 | 90.43 | 92.05 | 90.08 | 91.29 | 90.53 | 92.53 | 89.13 | 93.47 | 93.47 | 91.87 | 92.95 | 92.07 | 91.17 | 91.68 | 92.39 |
| 302 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.40 | 91.37 | 90.94 | 92.17 | 92.37 | 91.47 | 89.46 | 89.18 | 90.09 | 91.34 | 90.12 | 90.97 | 89.37 | 90.38 | 88.98 | 89.22 | 90.65 | 91.68 | 91.94 | 91.03 | 93.97 | 91.40 | 93.97 | 91.25 | 91.37 | 91.77 |
| 303 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.47 | 90.17 | 94.05 | 90.15 | 91.21 | 91.34 | 91.93 | 91.27 | 92.17 | 90.36 | 91.27 | 90.72 | 91.28 | 92.17 | 90.87 | 90.29 | 91.11 | 92.38 | 93.60 | 90.87 | 92.44 | 91.66 | 90.99 | 91.21 | 91.07 | 88.66 |
| 308 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.81 | 91.96 | 92.31 | 91.11 | 88.75 | 92.02 | 90.94 | 90.97 | 91.60 | 91.03 | 91.13 | 89.58 | 90.57 | 92.80 | 87.59 | 92.72 | 92.16 | 91.73 | 91.79 | 89.48 | 92.49 | 92.56 | 93.84 | 92.50 | 92.19 | 89.59 |
| 309 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.88 | 92.00 | 91.06 | 91.43 | 90.10 | 91.74 | 92.34 | 92.10 | 91.08 | 91.73 | 92.44 | 91.55 | 91.30 | 91.19 | 92.62 | 92.00 | 93.79 | 91.57 | 92.73 | 92.83 | 92.85 | 93.72 | 93.10 | 92.07 | 91.99 | 92.46 |
| 310 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.23 | 92.03 | 92.13 | 91.60 | 91.61 | 91.12 | 92.56 | 91.61 | 90.88 | 91.98 | 92.94 | 90.93 | 92.05 | 91.75 | 90.99 | 94.04 | 94.08 | 92.37 | 92.91 | 93.43 | 93.11 | 93.61 | 93.49 | 91.41 | 93.49 | 92.66 |
| 311 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.50 | 91.80 | 93.78 | 93.43 | 92.63 | 90.04 | 92.47 | 90.96 | 92.59 | 91.61 | 92.60 | 92.62 | 92.79 | 90.02 | 90.34 | 92.88 | 92.14 | 93.06 | 94.28 | 93.06 | 92.46 | 93.68 | 92.24 | 91.39 | 92.26 | 89.41 |
| 316 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.74 | 93.72 | 93.37 | 93.04 | 91.53 | 90.82 | 91.42 | 92.21 | 91.60 | 91.92 | 92.98 | 92.45 | 92.30 | 91.97 | 91.87 | 91.17 | 91.86 | 90.86 | 93.57 | 91.69 | 92.77 | 92.34 | 93.08 | 93.07 | 92.87 | 91.08 |
| 317 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.20 | 92.20 | 92.70 | 92.10 | 91.42 | 93.58 | 91.35 | 92.65 | 92.14 | 93.02 | 93.53 | 91.68 | 92.84 | 91.25 | 91.64 | 93.77 | 92.11 | 92.70 | 92.89 | 91.09 | 92.10 | 91.66 | 93.76 | 93.63 | 93.71 | 93.19 |
| 318 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.12 | 93.02 | 92.52 | 91.42 | 90.99 | 91.22 | 92.17 | 93.47 | 92.89 | 93.75 | 91.36 | 91.84 | 92.28 | 91.85 | 90.88 | 91.94 | 92.45 | 90.70 | 93.84 | 92.09 | 92.44 | 91.97 | 92.30 | 92.43 | 93.67 | 92.82 |
| 319 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.97 | 93.02 | 91.69 | 91.75 | 92.57 | 91.93 | 91.79 | 90.91 | 91.00 | 91.41 | 89.67 | 90.16 | 93.06 | 91.91 | 89.71 | 92.49 | 91.19 | 92.34 | 93.06 | 91.26 | 92.56 | 93.88 | 92.63 | 92.62 | 92.68 | 93.14 |
| 324 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.10 | 92.97 | 90.46 | 91.76 | 91.69 | 91.18 | 88.05 | 90.91 | 92.50 | 89.33 | 91.83 | 90.00 | 89.67 | 92.32 | 90.67 | 92.11 | 91.43 | 90.57 | 90.40 | 88.93 | 89.99 | 90.81 | 91.51 | 89.78 | 90.03 | 89.61 |
| 325 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.56 | 90.31 | 92.18 | 90.79 | 92.16 | 90.65 | 90.43 | 88.83 | 89.55 | 90.23 | 90.68 | 90.51 | 90.52 | 92.23 | 90.38 | 90.72 | 91.82 | 91.50 | 89.25 | 88.82 | 93.54 | 90.90 | 91.06 | 91.44 | 91.07 | 89.75 |
| 326 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.74 | 90.57 | 91.11 | 89.49 | 91.96 | 92.34 | 91.24 | 91.11 | 91.23 | 91.26 | 91.68 | 89.67 | 89.98 | 90.31 | 90.70 | 92.33 | 90.61 | 91.33 | 90.77 | 91.10 | 92.00 | 89.71 | 91.13 | 91.39 | 90.75 | 88.07 |
| 327 | 372 | 48 | 0.01 | 8 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.36 | 90.76 | 91.86 | 90.36 | 93.97 | 91.02 | 91.09 | 92.67 | 92.09 | 91.63 | 90.78 | 89.69 | 91.67 | 91.79 | 92.60 | 91.31 | 92.15 | 90.87 | 92.24 | 90.92 | 92.22 | 90.26 | 91.90 | 91.50 | 92.55 | 88.19 |
| 332 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.45 | 92.92 | 90.56 | 90.63 | 91.68 | 90.84 | 91.33 | 91.54 | 91.60 | 89.21 | 91.65 | 92.11 | 89.27 | 90.20 | 91.44 | 89.99 | 91.55 | 90.00 | 91.74 | 89.07 | 92.00 | 90.68 | 91.14 | 89.59 | 90.30 | 90.53 |
| 333 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.56 | 91.58 | 92.88 | 91.70 | 91.13 | 90.16 | 88.27 | 90.86 | 92.06 | 91.40 | 90.29 | 89.27 | 92.61 | 91.33 | 91.95 | 90.04 | 91.14 | 90.11 | 93.27 | 91.60 | 90.48 | 92.97 | 90.61 | 90.20 | 92.38 | 90.92 |
| 334 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.18 | 91.13 | 92.82 | 91.40 | 90.61 | 89.60 | 90.11 | 90.80 | 91.13 | 90.63 | 91.07 | 89.20 | 91.42 | 92.20 | 90.23 | 91.29 | 92.18 | 91.72 | 93.31 | 90.57 | 90.93 | 91.60 | 91.97 | 90.40 | 91.99 | 89.98 |
| 335 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.23 | 91.28 | 92.38 | 91.21 | 91.82 | 91.02 | 93.12 | 91.47 | 91.69 | 90.84 | 92.19 | 90.83 | 91.28 | 90.89 | 91.84 | 91.07 | 88.61 | 92.39 | 92.64 | 89.90 | 91.94 | 93.02 | 90.59 | 91.73 | 92.53 | 91.72 |
| 340 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.96 | 90.28 | 91.13 | 92.49 | 92.96 | 93.14 | 90.96 | 90.50 | 92.29 | 93.49 | 93.12 | 91.49 | 91.79 | 92.14 | 91.60 | 92.86 | 90.55 | 91.27 | 93.76 | 91.31 | 93.38 | 92.73 | 92.57 | 91.39 | 93.39 | 92.01 |
| 341 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.19 | 90.83 | 92.25 | 91.88 | 91.89 | 91.52 | 94.12 | 91.42 | 91.50 | 92.03 | 92.83 | 89.80 | 90.75 | 91.45 | 91.75 | 90.24 | 93.76 | 91.79 | 92.40 | 92.02 | 92.49 | 93.56 | 92.39 | 93.57 | 92.72 | 92.27 |
| 342 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.22 | 93.10 | 91.38 | 91.27 | 91.03 | 93.07 | 91.03 | 89.31 | 87.95 | 92.60 | 92.76 | 89.62 | 91.58 | 90.11 | 91.35 | 91.95 | 91.84 | 93.24 | 93.47 | 93.48 | 92.69 | 93.07 | 92.50 | 89.99 | 92.74 | 92.70 |
| 343 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.33 | 93.33 | 93.12 | 91.74 | 92.27 | 90.42 | 93.83 | 92.82 | 90.72 | 91.14 | 92.30 | 89.38 | 90.47 | 91.56 | 90.79 | 91.70 | 92.14 | 90.81 | 92.00 | 89.23 | 91.98 | 92.46 | 93.03 | 92.81 | 91.73 | 92.28 |
| 348 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.97 | 93.37 | 92.27 | 91.44 | 92.51 | 92.11 | 91.54 | 91.54 | 90.41 | 92.45 | 93.23 | 91.56 | 91.06 | 93.50 | 91.30 | 92.00 | 91.76 | 92.29 | 90.92 | 91.82 | 92.43 | 90.83 | 93.94 | 92.39 | 92.23 | 93.46 |
| 349 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.39 | 94.25 | 93.48 | 91.45 | 90.35 | 92.43 | 89.00 | 92.19 | 90.71 | 91.23 | 92.72 | 90.97 | 92.84 | 94.06 | 91.54 | 91.95 | 93.97 | 91.06 | 92.83 | 91.44 | 93.19 | 92.02 | 93.36 | 93.01 | 91.51 | 92.27 |
| 350 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.53 | 92.47 | 91.28 | 92.71 | 91.82 | 92.12 | 92.04 | 94.03 | 89.34 | 91.06 | 91.77 | 92.29 | 93.53 | 91.60 | 91.91 | 90.87 | 92.50 | 91.59 | 89.35 | 91.29 | 94.07 | 92.01 | 93.28 | 92.41 | 91.89 | 92.74 |
| 351 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.80 | 91.54 | 92.15 | 90.98 | 92.65 | 89.80 | 92.76 | 92.23 | 91.53 | 91.56 | 92.36 | 93.71 | 91.63 | 92.68 | 92.84 | 93.00 | 92.20 | 92.53 | 93.53 | 92.07 | 94.02 | 91.57 | 92.58 | 92.54 | 93.83 | 92.01 |
| 356 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.96 | 90.82 | 92.40 | 90.63 | 91.70 | 92.70 | 92.29 | 91.06 | 90.59 | 89.74 | 92.41 | 88.84 | 91.11 | 89.90 | 90.89 | 91.81 | 90.75 | 90.56 | 92.43 | 89.65 | 92.51 | 90.88 | 92.49 | 91.70 | 91.93 | 92.60 |
| 357 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.71 | 88.34 | 89.16 | 90.74 | 90.63 | 90.18 | 88.21 | 89.76 | 90.21 | 90.99 | 91.23 | 88.71 | 88.88 | 90.78 | 88.16 | 87.10 | 90.66 | 89.81 | 90.29 | 89.08 | 90.21 | 89.80 | 90.69 | 90.23 | 88.11 | 89.05 |
| 358 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.31 | 90.91 | 92.34 | 91.20 | 88.14 | 90.23 | 92.12 | 89.86 | 90.40 | 89.44 | 91.44 | 91.08 | 90.96 | 90.64 | 90.01 | 92.05 | 91.57 | 91.46 | 91.38 | 90.69 | 91.09 | 91.42 | 90.53 | 93.62 | 90.22 | 90.68 |
| 359 | 372 | 48 | 0.01 | 8 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.55 | 91.87 | 89.41 | 91.69 | 91.08 | 90.12 | 89.31 | 88.34 | 89.78 | 89.77 | 90.12 | 92.46 | 90.41 | 90.91 | 89.86 | 88.86 | 90.29 | 92.34 | 90.75 | 88.74 | 92.99 | 90.66 | 91.71 | 90.82 | 91.82 | 87.91 |
| 364 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.09 | 90.58 | 90.32 | 90.43 | 90.03 | 89.95 | 90.35 | 89.79 | 90.56 | 90.37 | 92.17 | 88.86 | 90.83 | 91.01 | 91.07 | 91.67 | 93.00 | 90.66 | 92.32 | 89.44 | 91.09 | 88.78 | 90.11 | 89.17 | 90.10 | 91.69 |
| 365 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.47 | 91.30 | 92.98 | 91.96 | 90.86 | 90.95 | 90.42 | 89.78 | 89.76 | 89.67 | 91.63 | 88.90 | 91.06 | 91.52 | 91.39 | 92.06 | 92.24 | 89.70 | 93.55 | 90.72 | 92.88 | 90.93 | 91.93 | 90.41 | 91.97 | 89.96 |
| 366 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.76 | 92.04 | 93.30 | 90.73 | 92.00 | 89.23 | 91.51 | 92.88 | 91.67 | 91.42 | 89.61 | 91.71 | 90.19 | 91.78 | 91.17 | 90.15 | 91.06 | 89.08 | 93.27 | 92.45 | 90.86 | 91.98 | 91.12 | 91.86 | 91.99 | 91.29 |
| 367 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.57 | 94.13 | 91.99 | 92.42 | 90.42 | 89.84 | 91.57 | 90.94 | 89.76 | 89.77 | 93.15 | 90.81 | 89.57 | 91.45 | 91.67 | 90.13 | 91.98 | 90.03 | 91.56 | 90.26 | 93.69 | 90.70 | 91.94 | 91.17 | 90.84 | 89.92 |
| 372 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.62 | 91.26 | 92.60 | 92.60 | 93.85 | 91.63 | 91.47 | 90.91 | 92.99 | 91.29 | 92.78 | 91.93 | 91.91 | 93.45 | 92.24 | 91.93 | 91.52 | 91.31 | 93.14 | 92.99 | 92.10 | 93.87 | 93.11 | 93.35 | 91.56 | 89.53 |
| 373 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.29 | 90.68 | 90.64 | 90.56 | 93.76 | 90.83 | 94.75 | 91.61 | 91.57 | 90.56 | 90.40 | 90.52 | 91.36 | 90.53 | 89.48 | 91.58 | 91.81 | 91.00 | 92.58 | 91.34 | 93.61 | 91.80 | 92.27 | 91.80 | 91.47 | 91.51 |
| 374 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.68 | 90.37 | 92.22 | 90.64 | 93.30 | 92.05 | 92.10 | 92.70 | 90.29 | 93.14 | 92.66 | 92.07 | 91.42 | 92.49 | 89.55 | 90.18 | 91.93 | 90.86 | 91.60 | 92.44 | 92.12 | 91.03 | 91.86 | 93.10 | 91.04 | 92.64 |
| 375 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.65 | 91.21 | 91.26 | 92.10 | 94.72 | 90.63 | 90.26 | 92.70 | 91.84 | 91.56 | 91.36 | 92.47 | 91.47 | 92.55 | 91.67 | 92.65 | 94.64 | 91.52 | 91.98 | 91.82 | 93.16 | 91.88 | 93.79 | 92.58 | 91.66 | 91.89 |
| 380 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.72 | 92.58 | 93.50 | 90.58 | 91.02 | 90.48 | 91.69 | 90.78 | 93.10 | 92.64 | 92.05 | 90.60 | 92.76 | 93.22 | 92.07 | 93.06 | 92.71 | 91.90 | 90.84 | 92.18 | 92.77 | 91.57 | 91.82 | 92.41 | 92.51 | 92.52 |
| 381 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.23 | 90.91 | 94.17 | 93.59 | 92.06 | 91.79 | 91.53 | 92.46 | 94.12 | 92.89 | 91.53 | 91.30 | 91.89 | 91.15 | 91.76 | 90.86 | 92.54 | 91.71 | 92.30 | 91.88 | 92.96 | 92.57 | 92.79 | 93.00 | 92.68 | 91.40 |
| 382 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.19 | 92.13 | 93.92 | 91.64 | 93.08 | 92.20 | 92.88 | 91.88 | 91.42 | 91.91 | 89.57 | 91.29 | 92.62 | 90.84 | 92.72 | 93.08 | 93.37 | 92.47 | 92.45 | 93.68 | 92.73 | 93.12 | 93.81 | 91.50 | 92.72 | 92.80 |
| 383 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.78 | 92.20 | 92.10 | 92.20 | 93.20 | 92.09 | 92.81 | 91.66 | 91.89 | 94.41 | 92.78 | 90.63 | 91.83 | 92.22 | 91.69 | 90.66 | 93.02 | 91.56 | 93.07 | 90.06 | 93.32 | 93.13 | 93.22 | 92.60 | 92.65 | 91.70 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 206 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.76 | 89.79 | 89.65 | 90.88 | 89.31 | 91.08 | 89.34 | 88.94 | 89.94 | 89.97 | 89.43 | 89.44 | 90.61 | 90.80 | 90.17 | 90.64 | 89.35 | 90.12 | 91.21 | 90.10 | 90.05 | 90.55 | 90.20 | 88.67 | 90.30 | 91.06 |
| 207 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.32 | 92.14 | 89.30 | 89.20 | 89.64 | 90.17 | 88.93 | 89.64 | 90.97 | 89.70 | 90.10 | 91.69 | 89.07 | 90.20 | 89.81 | 89.09 | 89.29 | 89.75 | 90.26 | 90.88 | 90.36 | 90.66 | 90.19 | 89.34 | 91.36 | 89.38 |
| 239 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.72 | 90.18 | 89.98 | 90.40 | 89.86 | 89.91 | 90.58 | 90.15 | 87.70 | 90.04 | 90.89 | 91.78 | 91.76 | 90.82 | 89.37 | 88.86 | 89.06 | 89.52 | 91.24 | 91.11 | 90.21 | 90.10 | 88.76 | 90.18 | 90.11 | 88.46 |
| 309 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.82 | 89.83 | 88.89 | 89.74 | 88.65 | 89.89 | 90.05 | 89.12 | 88.64 | 89.72 | 90.61 | 90.50 | 91.17 | 90.70 | 90.91 | 91.08 | 90.33 | 90.79 | 90.50 | 89.29 | 90.81 | 91.03 | 90.68 | 89.61 | 89.60 | 90.48 |
| 310 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.57 | 90.92 | 90.05 | 89.97 | 89.32 | 90.62 | 89.33 | 90.72 | 89.65 | 88.97 | 90.82 | 90.38 | 91.17 | 89.90 | 89.35 | 91.54 | 89.99 | 88.83 | 90.92 | 90.68 | 91.21 | 91.44 | 89.56 | 88.14 | 90.39 | 90.32 |
| 311 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.95 | 90.78 | 90.59 | 91.15 | 91.06 | 90.43 | 89.39 | 89.11 | 88.98 | 90.67 | 91.23 | 90.82 | 90.35 | 90.30 | 90.65 | 89.33 | 89.72 | 90.37 | 91.02 | 90.72 | 91.53 | 91.48 | 90.10 | 88.86 | 89.24 | 89.95 |
| 341 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.91 | 90.28 | 89.92 | 89.76 | 89.35 | 90.24 | 90.07 | 90.95 | 89.49 | 88.00 | 91.43 | 90.87 | 90.23 | 89.80 | 90.18 | 90.75 | 90.03 | 90.77 | 90.02 | 91.31 | 90.35 | 89.84 | 90.26 | 90.84 | 89.50 | 90.24 |
| 213 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.93 | 90.45 | 89.37 | 88.95 | 90.72 | 89.85 | 88.73 | 88.79 | 90.94 | 88.98 | 89.94 | 90.72 | 88.95 | 90.63 | 90.58 | 90.81 | 90.01 | 90.92 | 91.27 | 89.84 | 90.70 | 90.11 | 89.24 | 89.97 | 89.47 | 90.35 |
| 215 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.38 | 89.17 | 89.75 | 89.48 | 89.08 | 90.25 | 89.22 | 89.78 | 90.01 | 89.16 | 90.32 | 91.31 | 90.20 | 90.56 | 90.14 | 91.26 | 90.18 | 89.46 | 90.29 | 90.55 | 90.33 | 89.95 | 89.92 | 89.92 | 90.26 | 90.77 |
| 246 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.44 | 90.44 | 90.25 | 88.24 | 90.15 | 91.54 | 90.17 | 89.77 | 90.15 | 89.73 | 90.36 | 91.05 | 89.65 | 88.52 | 89.85 | 91.84 | 90.51 | 89.47 | 91.72 | 90.20 | 88.71 | 90.92 | 90.04 | 89.65 | 89.41 | 88.39 |
| 319 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.19 | 88.74 | 89.42 | 90.08 | 88.97 | 89.43 | 89.59 | 90.82 | 88.93 | 89.91 | 89.83 | 90.47 | 90.79 | 89.20 | 89.83 | 90.48 | 89.77 | 90.13 | 90.90 | 91.13 | 90.57 | 91.23 | 88.82 | 90.45 | 90.42 | 89.66 |
| 284 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.59 | 88.92 | 89.56 | 90.34 | 89.17 | 91.44 | 91.10 | 91.21 | 90.09 | 89.73 | 89.47 | 88.98 | 90.59 | 88.13 | 89.27 | 90.65 | 89.10 | 89.89 | 90.72 | 90.33 | 90.92 | 90.66 | 89.99 | 89.73 | 89.01 | 91.03 |
Size of the All data: (192, 29)
Size of the Sig data: (12, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.68 | 87.30 | 91.66 | 90.64 | 92.47 | 92.26 | 92.05 | 90.78 | 90.56 | 91.43 | 91.57 | 90.75 | 90.13 | 90.47 | 90.10 | 91.86 | 91.43 | 92.37 | 93.13 | 90.93 | 92.47 | 91.81 | 92.79 | 91.58 | 91.62 | 91.38 |
| 11 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.71 | 93.76 | 90.75 | 92.58 | 89.64 | 90.24 | 90.49 | 91.41 | 91.08 | 91.76 | 92.46 | 89.73 | 89.58 | 92.86 | 90.04 | 90.79 | 90.35 | 90.27 | 91.60 | 88.75 | 93.00 | 91.95 | 91.37 | 91.23 | 93.38 | 90.78 |
| 5 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.55 | 91.13 | 90.72 | 92.06 | 91.51 | 91.54 | 89.20 | 92.51 | 91.54 | 89.70 | 89.25 | 92.26 | 92.01 | 92.83 | 91.91 | 90.08 | 90.02 | 92.16 | 93.26 | 89.23 | 92.47 | 91.40 | 92.18 | 92.40 | 89.19 | 91.72 |
| 3 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.88 | 92.00 | 91.06 | 91.43 | 90.10 | 91.74 | 92.34 | 92.10 | 91.08 | 91.73 | 92.44 | 91.55 | 91.30 | 91.19 | 92.62 | 92.00 | 93.79 | 91.57 | 92.73 | 92.83 | 92.85 | 93.72 | 93.10 | 92.07 | 91.99 | 92.46 |
| 1 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.23 | 92.03 | 92.13 | 91.60 | 91.61 | 91.12 | 92.56 | 91.61 | 90.88 | 91.98 | 92.94 | 90.93 | 92.05 | 91.75 | 90.99 | 94.04 | 94.08 | 92.37 | 92.91 | 93.43 | 93.11 | 93.61 | 93.49 | 91.41 | 93.49 | 92.66 |
| 0 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.50 | 91.80 | 93.78 | 93.43 | 92.63 | 90.04 | 92.47 | 90.96 | 92.59 | 91.61 | 92.60 | 92.62 | 92.79 | 90.02 | 90.34 | 92.88 | 92.14 | 93.06 | 94.28 | 93.06 | 92.46 | 93.68 | 92.24 | 91.39 | 92.26 | 89.41 |
| 2 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.19 | 90.83 | 92.25 | 91.88 | 91.89 | 91.52 | 94.12 | 91.42 | 91.50 | 92.03 | 92.83 | 89.80 | 90.75 | 91.45 | 91.75 | 90.24 | 93.76 | 91.79 | 92.40 | 92.02 | 92.49 | 93.56 | 92.39 | 93.57 | 92.72 | 92.27 |
| 4 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.83 | 90.12 | 89.95 | 90.06 | 92.28 | 89.34 | 90.30 | 91.27 | 92.29 | 90.51 | 92.55 | 92.54 | 90.95 | 91.48 | 89.99 | 91.64 | 93.01 | 92.33 | 93.47 | 92.33 | 92.80 | 92.67 | 92.97 | 92.69 | 93.84 | 91.77 |
| 6 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.25 | 91.03 | 92.63 | 90.52 | 92.37 | 92.38 | 91.46 | 92.77 | 90.97 | 92.24 | 91.77 | 91.11 | 91.11 | 90.07 | 90.84 | 90.32 | 92.31 | 89.48 | 92.94 | 92.58 | 93.23 | 92.79 | 93.08 | 93.52 | 93.50 | 92.66 |
| 9 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.54 | 92.11 | 92.12 | 90.30 | 90.99 | 91.08 | 90.98 | 93.69 | 92.24 | 92.13 | 91.78 | 89.94 | 91.98 | 91.64 | 91.72 | 93.69 | 91.26 | 91.99 | 93.29 | 91.09 | 92.25 | 93.77 | 93.28 | 92.01 | 91.46 | 92.12 |
| 10 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.97 | 93.02 | 91.69 | 91.75 | 92.57 | 91.93 | 91.79 | 90.91 | 91.00 | 91.41 | 89.67 | 90.16 | 93.06 | 91.91 | 89.71 | 92.49 | 91.19 | 92.34 | 93.06 | 91.26 | 92.56 | 93.88 | 92.63 | 92.62 | 92.68 | 93.14 |
| 7 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.46 | 93.60 | 92.44 | 92.22 | 93.16 | 91.09 | 93.48 | 92.77 | 92.85 | 92.63 | 90.93 | 90.64 | 92.14 | 90.61 | 90.80 | 91.94 | 93.34 | 92.62 | 91.53 | 92.98 | 93.00 | 92.19 | 93.84 | 92.73 | 92.85 | 91.78 |
Size of the test data: (12, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 206 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.92 | -2.49 | 2.01 | -0.24 | 3.16 | 1.18 | 2.71 | 1.84 | 0.62 | 1.46 | 2.14 | 1.31 | -0.48 | -0.33 | -0.07 | 1.22 | 2.08 | 2.25 | 1.92 | 0.83 | 2.42 | 1.26 | 2.59 | 2.91 | 1.32 | 0.32 | 5 |
| 239 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.83 | 0.95 | 0.74 | 1.66 | 1.65 | 1.63 | -1.38 | 2.36 | 3.84 | -0.34 | -1.64 | 0.48 | 0.25 | 2.01 | 2.54 | 1.22 | 0.96 | 2.64 | 2.02 | -1.88 | 2.26 | 1.30 | 3.42 | 2.22 | -0.92 | 3.26 | 5 |
| 311 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.55 | 1.02 | 3.19 | 2.28 | 1.57 | -0.39 | 3.08 | 1.85 | 3.61 | 0.94 | 1.37 | 1.80 | 2.44 | -0.28 | -0.31 | 3.55 | 2.42 | 2.69 | 3.26 | 2.34 | 0.93 | 2.20 | 2.14 | 2.53 | 3.02 | -0.54 | 4 |
| 213 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.90 | -0.33 | 0.58 | 1.11 | 1.56 | -0.51 | 1.57 | 2.48 | 1.35 | 1.53 | 2.61 | 1.82 | 2.00 | 0.85 | -0.59 | 0.83 | 3.00 | 1.41 | 2.20 | 2.49 | 2.10 | 2.56 | 3.73 | 2.72 | 4.37 | 1.42 | 3 |
| 215 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | 1.86 | 2.88 | 1.04 | 3.29 | 2.13 | 2.24 | 2.99 | 0.96 | 3.08 | 1.45 | -0.20 | 0.91 | -0.49 | 0.70 | -0.94 | 2.13 | 0.02 | 2.65 | 2.03 | 2.90 | 2.84 | 3.16 | 3.60 | 3.24 | 1.89 | 3 |
| 319 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.78 | 4.28 | 2.27 | 1.67 | 3.60 | 2.50 | 2.20 | 0.09 | 2.07 | 1.50 | -0.16 | -0.31 | 2.27 | 2.71 | -0.12 | 2.01 | 1.42 | 2.21 | 2.16 | 0.13 | 1.99 | 2.65 | 3.81 | 2.17 | 2.26 | 3.48 | 3 |
| 207 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.39 | 1.62 | 1.45 | 3.38 | -0.00 | 0.07 | 1.56 | 1.77 | 0.11 | 2.06 | 2.36 | -1.96 | 0.51 | 2.66 | 0.23 | 1.70 | 1.06 | 0.52 | 1.34 | -2.13 | 2.64 | 1.29 | 1.18 | 1.89 | 2.02 | 1.40 | 2 |
| 341 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.28 | 0.55 | 2.33 | 2.12 | 2.54 | 1.28 | 4.05 | 0.47 | 2.01 | 4.03 | 1.40 | -1.07 | 0.52 | 1.65 | 1.57 | -0.51 | 3.73 | 1.02 | 2.38 | 0.71 | 2.14 | 3.72 | 2.13 | 2.73 | 3.22 | 2.03 | 2 |
| 246 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.10 | 1.67 | 1.87 | 2.06 | 0.84 | -0.46 | 0.81 | 3.92 | 2.09 | 2.40 | 1.42 | -1.11 | 2.33 | 3.12 | 1.87 | 1.85 | 0.75 | 2.52 | 1.57 | 0.89 | 3.54 | 2.85 | 3.24 | 2.36 | 2.05 | 3.73 | 2 |
| 284 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.87 | 4.68 | 2.88 | 1.88 | 3.99 | -0.35 | 2.38 | 1.56 | 2.76 | 2.90 | 1.46 | 1.66 | 1.55 | 2.48 | 1.53 | 1.29 | 4.24 | 2.73 | 0.81 | 2.65 | 2.08 | 1.53 | 3.85 | 3.00 | 3.84 | 0.75 | 1 |
| 309 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.06 | 2.17 | 2.17 | 1.69 | 1.45 | 1.85 | 2.29 | 2.98 | 2.44 | 2.01 | 1.83 | 1.05 | 0.13 | 0.49 | 1.71 | 0.92 | 3.46 | 0.78 | 2.23 | 3.54 | 2.04 | 2.69 | 2.42 | 2.46 | 2.39 | 1.98 | 0 |
| 310 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.66 | 1.11 | 2.08 | 1.63 | 2.29 | 0.50 | 3.23 | 0.89 | 1.23 | 3.01 | 2.12 | 0.55 | 0.88 | 1.85 | 1.64 | 2.50 | 4.09 | 3.54 | 1.99 | 2.75 | 1.90 | 2.17 | 3.93 | 3.27 | 3.10 | 2.34 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_19 | 90.839167 | 0.499080 |
| mAP_valid_abs_values_12 | 90.667500 | 0.820943 |
| mAP_valid_abs_values_22 | 90.664167 | 0.573244 |
| mAP_valid_abs_values_16 | 90.527500 | 0.954883 |
| mAP_valid_abs_values_20 | 90.511667 | 0.590051 |
| mAP_valid_abs_values_21 | 90.479167 | 0.703168 |
| mAP_valid_abs_values_6 | 90.404167 | 0.656249 |
| mAP_valid_abs_values_13 | 90.378333 | 0.840312 |
| mAP_valid_abs_values_11 | 90.369167 | 0.649426 |
| mAP_valid_abs_values_2 | 90.136667 | 0.945471 |
| mAP_valid_abs_values_15 | 90.009167 | 0.531438 |
| mAP_valid_abs_values_26 | 90.007500 | 0.892179 |
| mAP_valid_abs_values_18 | 90.001667 | 0.638034 |
| mAP_valid_abs_values_14 | 89.963333 | 0.904738 |
| mAP_valid_abs_values_25 | 89.922500 | 0.665543 |
| mAP_valid_abs_values_8 | 89.916667 | 0.846472 |
| mAP_valid_abs_values_4 | 89.849167 | 0.817006 |
| mAP_valid_abs_values_23 | 89.813333 | 0.595992 |
| mAP_valid_abs_values_17 | 89.778333 | 0.482829 |
| mAP_valid_abs_values_3 | 89.727500 | 0.463468 |
| mAP_valid_abs_values | 89.715000 | 0.837675 |
| mAP_valid_abs_values_7 | 89.708333 | 0.697578 |
| mAP_valid_abs_values_9 | 89.624167 | 0.947307 |
| mAP_valid_abs_values_24 | 89.613333 | 0.766626 |
| mAP_valid_abs_values_5 | 89.606667 | 0.722173 |
| mAP_valid_abs_values_10 | 89.548333 | 0.683079 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_22 | 92.919167 | 0.896614 |
| mAP_test_abs_values_19 | 92.883333 | 0.764774 |
| mAP_test_abs_values_23 | 92.780000 | 0.668825 |
| mAP_test_abs_values_21 | 92.724167 | 0.313933 |
| mAP_test_abs_values_25 | 92.415000 | 1.271953 |
| mAP_test_abs_values_24 | 92.268333 | 0.795394 |
| mAP_test_abs_values_17 | 92.223333 | 1.386050 |
| mAP_test_abs_values | 91.982500 | 1.162060 |
| average_map | 91.865801 | 0.384213 |
| mAP_test_abs_values_18 | 91.862500 | 1.017011 |
| mAP_test_abs_values_8 | 91.850000 | 0.913017 |
| mAP_test_abs_values_26 | 91.845833 | 0.997501 |
| mAP_test_abs_values_16 | 91.830833 | 1.311214 |
| mAP_test_abs_values_7 | 91.770000 | 1.384617 |
| mAP_test_abs_values_5 | 91.768333 | 1.064449 |
| mAP_test_abs_values_3 | 91.765000 | 1.030829 |
| mAP_test_abs_values_11 | 91.732500 | 1.213711 |
| mAP_test_abs_values_20 | 91.707500 | 1.507340 |
| mAP_test_abs_values_10 | 91.596667 | 0.796941 |
| mAP_test_abs_values_2 | 91.560833 | 1.735399 |
| mAP_test_abs_values_9 | 91.548333 | 0.757242 |
| mAP_test_abs_values_4 | 91.539167 | 1.006357 |
| mAP_test_abs_values_13 | 91.487500 | 1.040927 |
| mAP_test_abs_values_14 | 91.356667 | 0.944336 |
| mAP_test_abs_values_6 | 91.190000 | 0.920326 |
| mAP_test_abs_values_12 | 91.002500 | 1.043474 |
| mAP_test_abs_values_15 | 90.900833 | 0.921091 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 239 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.72 | 90.18 | 89.98 | 90.40 | 89.86 | 89.91 | 90.58 | 90.15 | 87.70 | 90.04 | 90.89 | 91.78 | 91.76 | 90.82 | 89.37 | 88.86 | 89.06 | 89.52 | 91.24 | 91.11 | 90.21 | 90.10 | 88.76 | 90.18 | 90.11 | 88.46 |
| 309 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.82 | 89.83 | 88.89 | 89.74 | 88.65 | 89.89 | 90.05 | 89.12 | 88.64 | 89.72 | 90.61 | 90.50 | 91.17 | 90.70 | 90.91 | 91.08 | 90.33 | 90.79 | 90.50 | 89.29 | 90.81 | 91.03 | 90.68 | 89.61 | 89.60 | 90.48 |
| 310 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.57 | 90.92 | 90.05 | 89.97 | 89.32 | 90.62 | 89.33 | 90.72 | 89.65 | 88.97 | 90.82 | 90.38 | 91.17 | 89.90 | 89.35 | 91.54 | 89.99 | 88.83 | 90.92 | 90.68 | 91.21 | 91.44 | 89.56 | 88.14 | 90.39 | 90.32 |
| 311 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.95 | 90.78 | 90.59 | 91.15 | 91.06 | 90.43 | 89.39 | 89.11 | 88.98 | 90.67 | 91.23 | 90.82 | 90.35 | 90.30 | 90.65 | 89.33 | 89.72 | 90.37 | 91.02 | 90.72 | 91.53 | 91.48 | 90.10 | 88.86 | 89.24 | 89.95 |
| 341 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.91 | 90.28 | 89.92 | 89.76 | 89.35 | 90.24 | 90.07 | 90.95 | 89.49 | 88.00 | 91.43 | 90.87 | 90.23 | 89.80 | 90.18 | 90.75 | 90.03 | 90.77 | 90.02 | 91.31 | 90.35 | 89.84 | 90.26 | 90.84 | 89.50 | 90.24 |
| 213 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.93 | 90.45 | 89.37 | 88.95 | 90.72 | 89.85 | 88.73 | 88.79 | 90.94 | 88.98 | 89.94 | 90.72 | 88.95 | 90.63 | 90.58 | 90.81 | 90.01 | 90.92 | 91.27 | 89.84 | 90.70 | 90.11 | 89.24 | 89.97 | 89.47 | 90.35 |
| 284 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.59 | 88.92 | 89.56 | 90.34 | 89.17 | 91.44 | 91.10 | 91.21 | 90.09 | 89.73 | 89.47 | 88.98 | 90.59 | 88.13 | 89.27 | 90.65 | 89.10 | 89.89 | 90.72 | 90.33 | 90.92 | 90.66 | 89.99 | 89.73 | 89.01 | 91.03 |
Size of the All data: (192, 29)
Size of the Sig data: (7, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.55 | 91.13 | 90.72 | 92.06 | 91.51 | 91.54 | 89.20 | 92.51 | 91.54 | 89.70 | 89.25 | 92.26 | 92.01 | 92.83 | 91.91 | 90.08 | 90.02 | 92.16 | 93.26 | 89.23 | 92.47 | 91.40 | 92.18 | 92.40 | 89.19 | 91.72 |
| 3 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.88 | 92.00 | 91.06 | 91.43 | 90.10 | 91.74 | 92.34 | 92.10 | 91.08 | 91.73 | 92.44 | 91.55 | 91.30 | 91.19 | 92.62 | 92.00 | 93.79 | 91.57 | 92.73 | 92.83 | 92.85 | 93.72 | 93.10 | 92.07 | 91.99 | 92.46 |
| 1 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.23 | 92.03 | 92.13 | 91.60 | 91.61 | 91.12 | 92.56 | 91.61 | 90.88 | 91.98 | 92.94 | 90.93 | 92.05 | 91.75 | 90.99 | 94.04 | 94.08 | 92.37 | 92.91 | 93.43 | 93.11 | 93.61 | 93.49 | 91.41 | 93.49 | 92.66 |
| 0 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.50 | 91.80 | 93.78 | 93.43 | 92.63 | 90.04 | 92.47 | 90.96 | 92.59 | 91.61 | 92.60 | 92.62 | 92.79 | 90.02 | 90.34 | 92.88 | 92.14 | 93.06 | 94.28 | 93.06 | 92.46 | 93.68 | 92.24 | 91.39 | 92.26 | 89.41 |
| 2 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.19 | 90.83 | 92.25 | 91.88 | 91.89 | 91.52 | 94.12 | 91.42 | 91.50 | 92.03 | 92.83 | 89.80 | 90.75 | 91.45 | 91.75 | 90.24 | 93.76 | 91.79 | 92.40 | 92.02 | 92.49 | 93.56 | 92.39 | 93.57 | 92.72 | 92.27 |
| 4 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.83 | 90.12 | 89.95 | 90.06 | 92.28 | 89.34 | 90.30 | 91.27 | 92.29 | 90.51 | 92.55 | 92.54 | 90.95 | 91.48 | 89.99 | 91.64 | 93.01 | 92.33 | 93.47 | 92.33 | 92.80 | 92.67 | 92.97 | 92.69 | 93.84 | 91.77 |
| 6 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.46 | 93.60 | 92.44 | 92.22 | 93.16 | 91.09 | 93.48 | 92.77 | 92.85 | 92.63 | 90.93 | 90.64 | 92.14 | 90.61 | 90.80 | 91.94 | 93.34 | 92.62 | 91.53 | 92.98 | 93.00 | 92.19 | 93.84 | 92.73 | 92.85 | 91.78 |
Size of the test data: (7, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 239 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.83 | 0.95 | 0.74 | 1.66 | 1.65 | 1.63 | -1.38 | 2.36 | 3.84 | -0.34 | -1.64 | 0.48 | 0.25 | 2.01 | 2.54 | 1.22 | 0.96 | 2.64 | 2.02 | -1.88 | 2.26 | 1.30 | 3.42 | 2.22 | -0.92 | 3.26 | 5 |
| 311 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.55 | 1.02 | 3.19 | 2.28 | 1.57 | -0.39 | 3.08 | 1.85 | 3.61 | 0.94 | 1.37 | 1.80 | 2.44 | -0.28 | -0.31 | 3.55 | 2.42 | 2.69 | 3.26 | 2.34 | 0.93 | 2.20 | 2.14 | 2.53 | 3.02 | -0.54 | 4 |
| 213 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.90 | -0.33 | 0.58 | 1.11 | 1.56 | -0.51 | 1.57 | 2.48 | 1.35 | 1.53 | 2.61 | 1.82 | 2.00 | 0.85 | -0.59 | 0.83 | 3.00 | 1.41 | 2.20 | 2.49 | 2.10 | 2.56 | 3.73 | 2.72 | 4.37 | 1.42 | 3 |
| 341 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.28 | 0.55 | 2.33 | 2.12 | 2.54 | 1.28 | 4.05 | 0.47 | 2.01 | 4.03 | 1.40 | -1.07 | 0.52 | 1.65 | 1.57 | -0.51 | 3.73 | 1.02 | 2.38 | 0.71 | 2.14 | 3.72 | 2.13 | 2.73 | 3.22 | 2.03 | 2 |
| 284 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.87 | 4.68 | 2.88 | 1.88 | 3.99 | -0.35 | 2.38 | 1.56 | 2.76 | 2.90 | 1.46 | 1.66 | 1.55 | 2.48 | 1.53 | 1.29 | 4.24 | 2.73 | 0.81 | 2.65 | 2.08 | 1.53 | 3.85 | 3.00 | 3.84 | 0.75 | 1 |
| 309 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.06 | 2.17 | 2.17 | 1.69 | 1.45 | 1.85 | 2.29 | 2.98 | 2.44 | 2.01 | 1.83 | 1.05 | 0.13 | 0.49 | 1.71 | 0.92 | 3.46 | 0.78 | 2.23 | 3.54 | 2.04 | 2.69 | 2.42 | 2.46 | 2.39 | 1.98 | 0 |
| 310 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.66 | 1.11 | 2.08 | 1.63 | 2.29 | 0.50 | 3.23 | 0.89 | 1.23 | 3.01 | 2.12 | 0.55 | 0.88 | 1.85 | 1.64 | 2.50 | 4.09 | 3.54 | 1.99 | 2.75 | 1.90 | 2.17 | 3.93 | 3.27 | 3.10 | 2.34 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_21 | 90.818571 | 0.460740 |
| mAP_valid_abs_values_19 | 90.812857 | 0.443648 |
| mAP_valid_abs_values_22 | 90.665714 | 0.671562 |
| mAP_valid_abs_values_11 | 90.627143 | 0.698301 |
| mAP_valid_abs_values_13 | 90.602857 | 0.905294 |
| mAP_valid_abs_values_12 | 90.578571 | 0.837425 |
| mAP_valid_abs_values_20 | 90.468571 | 0.710714 |
| mAP_valid_abs_values_16 | 90.431429 | 0.968219 |
| mAP_valid_abs_values_6 | 90.340000 | 0.567744 |
| mAP_valid_abs_values_2 | 90.194286 | 0.670717 |
| mAP_valid_abs_values_18 | 90.155714 | 0.779099 |
| mAP_valid_abs_values_26 | 90.118571 | 0.800987 |
| mAP_valid_abs_values | 90.070000 | 0.770822 |
| mAP_valid_abs_values_4 | 90.044286 | 0.684711 |
| mAP_valid_abs_values_15 | 90.044286 | 0.702136 |
| mAP_valid_abs_values_14 | 90.040000 | 0.929606 |
| mAP_valid_abs_values_8 | 90.007143 | 0.994798 |
| mAP_valid_abs_values_7 | 89.892857 | 0.806984 |
| mAP_valid_abs_values_23 | 89.798571 | 0.653820 |
| mAP_valid_abs_values_3 | 89.765714 | 0.547079 |
| mAP_valid_abs_values_17 | 89.748571 | 0.489810 |
| mAP_valid_abs_values_5 | 89.732857 | 0.871621 |
| mAP_valid_abs_values_24 | 89.618571 | 0.885502 |
| mAP_valid_abs_values_25 | 89.617143 | 0.480753 |
| mAP_valid_abs_values_10 | 89.444286 | 0.869997 |
| mAP_valid_abs_values_9 | 89.355714 | 1.044715 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 93.045714 | 0.680939 |
| mAP_test_abs_values_22 | 92.744643 | 0.979045 |
| mAP_test_abs_values_19 | 92.689286 | 0.945758 |
| mAP_test_abs_values_21 | 92.684643 | 0.640703 |
| mAP_test_abs_values_17 | 92.582857 | 1.132780 |
| mAP_test_abs_values_25 | 92.367857 | 1.005000 |
| mAP_test_abs_values_16 | 92.213929 | 1.117372 |
| mAP_test_abs_values_18 | 92.096071 | 0.888237 |
| mAP_test_abs_values_11 | 92.014643 | 1.130816 |
| mAP_test_abs_values_24 | 91.893214 | 0.845091 |
| average_map | 91.855261 | 0.391434 |
| mAP_test_abs_values_7 | 91.846786 | 1.244273 |
| mAP_test_abs_values_2 | 91.758929 | 0.913213 |
| mAP_test_abs_values_10 | 91.737500 | 0.890995 |
| mAP_test_abs_values_4 | 91.722857 | 0.828389 |
| mAP_test_abs_values | 91.653571 | 1.329877 |
| mAP_test_abs_values_3 | 91.628929 | 1.311059 |
| mAP_test_abs_values_26 | 91.580000 | 1.217976 |
| mAP_test_abs_values_20 | 91.565714 | 1.622979 |
| mAP_test_abs_values_9 | 91.549286 | 1.113822 |
| mAP_test_abs_values_5 | 91.542500 | 1.419895 |
| mAP_test_abs_values_14 | 91.538214 | 1.008035 |
| mAP_test_abs_values_13 | 91.400000 | 0.859276 |
| mAP_test_abs_values_8 | 91.341786 | 1.093445 |
| mAP_test_abs_values_6 | 91.308929 | 1.105436 |
| mAP_test_abs_values_12 | 91.000357 | 1.261150 |
| mAP_test_abs_values_15 | 90.728571 | 1.386941 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 388 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.67 | 83.85 | 86.22 | 87.00 | 85.46 | 88.09 | 85.59 | 87.05 | 85.91 | 86.21 | 88.40 | 87.32 | 85.46 | 86.70 | 74.25 | 86.50 | 86.69 | 42.66 | 87.27 | 74.68 | 87.52 | 75.99 | 86.33 | 84.46 | 86.14 | 83.86 |
| 389 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.79 | 86.59 | 87.07 | 86.41 | 84.71 | 87.77 | 82.01 | 85.92 | 86.31 | 85.52 | 88.61 | 90.10 | 85.90 | 42.66 | 87.89 | 87.66 | 88.72 | 71.64 | 88.67 | 89.56 | 87.22 | 87.96 | 86.40 | 88.06 | 87.70 | 88.69 |
| 390 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.59 | 76.89 | 85.18 | 88.30 | 88.76 | 88.10 | 86.68 | 83.51 | 87.03 | 87.85 | 84.26 | 84.50 | 84.90 | 87.41 | 85.70 | 88.26 | 77.34 | 88.77 | 88.41 | 88.48 | 87.46 | 88.23 | 87.59 | 74.62 | 86.72 | 76.37 |
| 391 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.65 | 72.36 | 86.18 | 86.62 | 86.67 | 88.88 | 87.00 | 86.55 | 88.46 | 87.14 | 87.82 | 88.97 | 87.07 | 86.13 | 83.85 | 86.96 | 80.55 | 86.19 | 89.55 | 89.79 | 87.28 | 87.51 | 74.43 | 86.75 | 87.68 | 88.14 |
| 404 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.42 | 87.66 | 86.79 | 86.25 | 84.64 | 85.83 | 89.20 | 86.53 | 88.72 | 84.21 | 88.35 | 89.60 | 86.88 | 89.85 | 83.99 | 86.57 | 75.40 | 86.89 | 88.01 | 88.94 | 87.93 | 84.19 | 84.49 | 88.01 | 86.65 | 86.42 |
| 405 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.74 | 86.67 | 84.39 | 88.99 | 86.14 | 87.52 | 88.03 | 89.46 | 87.77 | 87.25 | 42.66 | 88.22 | 86.40 | 86.61 | 85.63 | 88.13 | 86.07 | 87.17 | 90.42 | 87.92 | 87.30 | 87.70 | 72.95 | 73.98 | 88.84 | 87.58 |
| 406 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.25 | 86.19 | 85.54 | 87.99 | 79.71 | 89.79 | 88.31 | 86.50 | 86.29 | 86.88 | 87.81 | 88.93 | 87.48 | 89.31 | 86.49 | 88.27 | 85.74 | 86.53 | 88.20 | 87.91 | 88.32 | 88.56 | 88.03 | 73.67 | 89.60 | 83.71 |
| 407 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.00 | 83.78 | 86.47 | 87.41 | 86.40 | 87.77 | 86.01 | 87.73 | 87.63 | 87.01 | 87.40 | 88.51 | 86.34 | 87.49 | 75.65 | 89.38 | 90.48 | 86.78 | 91.32 | 87.49 | 88.06 | 87.71 | 80.04 | 87.63 | 83.32 | 89.23 |
| 420 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.33 | 86.45 | 86.57 | 86.92 | 84.78 | 87.77 | 88.44 | 88.00 | 87.60 | 84.71 | 42.66 | 88.17 | 87.06 | 88.08 | 83.65 | 87.62 | 85.47 | 87.32 | 86.92 | 88.15 | 86.67 | 86.88 | 87.83 | 88.47 | 87.17 | 88.49 |
| 421 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.82 | 85.76 | 87.15 | 84.80 | 86.98 | 89.12 | 87.08 | 87.73 | 86.95 | 85.78 | 89.38 | 89.97 | 87.78 | 89.11 | 88.79 | 85.86 | 87.80 | 86.20 | 87.52 | 89.40 | 87.82 | 42.66 | 87.05 | 88.54 | 87.98 | 88.32 |
| 422 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.83 | 87.01 | 88.20 | 86.71 | 85.89 | 91.48 | 87.44 | 87.75 | 88.18 | 88.88 | 85.92 | 88.96 | 88.35 | 89.30 | 88.69 | 87.98 | 90.05 | 87.19 | 91.30 | 92.48 | 82.80 | 87.81 | 86.73 | 74.43 | 88.81 | 88.37 |
| 423 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.10 | 87.53 | 87.15 | 42.66 | 87.10 | 87.30 | 87.07 | 88.65 | 89.47 | 88.04 | 86.36 | 90.96 | 87.66 | 86.19 | 87.58 | 88.01 | 75.73 | 86.19 | 90.14 | 87.68 | 87.93 | 89.86 | 88.64 | 88.67 | 89.01 | 87.46 |
| 436 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.42 | 73.59 | 66.09 | 65.30 | 66.43 | 64.98 | 73.06 | 65.06 | 65.55 | 66.44 | 74.35 | 64.04 | 72.99 | 65.71 | 65.18 | 71.71 | 64.59 | 73.03 | 64.32 | 64.00 | 64.50 | 65.57 | 66.00 | 65.27 | 65.64 | 65.94 |
| 437 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.91 | 66.04 | 64.69 | 66.96 | 55.68 | 74.99 | 72.88 | 73.81 | 73.58 | 72.28 | 74.40 | 75.30 | 74.37 | 65.06 | 65.03 | 74.51 | 65.44 | 75.03 | 64.45 | 75.18 | 64.61 | 64.50 | 74.28 | 66.16 | 64.56 | 64.55 |
| 438 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.18 | 64.34 | 73.14 | 64.13 | 56.38 | 72.06 | 72.80 | 56.24 | 74.40 | 55.78 | 75.07 | 55.28 | 74.13 | 64.74 | 63.96 | 75.05 | 64.72 | 63.83 | 75.65 | 42.66 | 64.61 | 64.35 | 55.86 | 63.48 | 56.44 | 65.11 |
| 439 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.59 | 55.46 | 64.44 | 64.62 | 73.43 | 74.62 | 71.88 | 68.70 | 65.21 | 73.85 | 73.92 | 75.29 | 74.65 | 63.85 | 64.35 | 73.75 | 64.72 | 64.58 | 74.62 | 74.88 | 64.14 | 64.30 | 66.57 | 64.62 | 64.76 | 63.25 |
| 452 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.50 | 72.31 | 73.59 | 72.31 | 73.86 | 75.58 | 74.39 | 64.40 | 74.11 | 65.33 | 74.85 | 63.80 | 74.51 | 74.47 | 62.46 | 74.30 | 63.67 | 63.18 | 75.01 | 74.94 | 64.07 | 64.29 | 65.10 | 64.68 | 64.09 | 64.08 |
| 453 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.17 | 74.14 | 64.64 | 74.50 | 73.57 | 74.52 | 73.76 | 63.78 | 74.07 | 74.03 | 74.95 | 75.31 | 73.39 | 56.27 | 63.42 | 73.87 | 65.21 | 74.79 | 63.82 | 75.48 | 63.37 | 64.73 | 73.09 | 64.81 | 64.98 | 63.38 |
| 454 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.27 | 74.53 | 74.37 | 73.95 | 74.21 | 75.90 | 74.27 | 65.16 | 75.19 | 73.70 | 74.90 | 63.82 | 68.70 | 63.84 | 64.54 | 74.50 | 74.17 | 69.52 | 75.15 | 74.37 | 63.44 | 64.53 | 63.60 | 64.51 | 64.34 | 64.10 |
| 455 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.70 | 64.50 | 74.65 | 65.05 | 74.37 | 75.16 | 73.63 | 73.94 | 73.71 | 73.99 | 75.20 | 63.23 | 74.65 | 70.33 | 64.84 | 73.67 | 74.63 | 74.39 | 74.17 | 75.54 | 63.14 | 63.37 | 63.13 | 64.36 | 73.19 | 62.61 |
| 468 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.89 | 73.67 | 64.10 | 64.57 | 64.20 | 63.27 | 73.17 | 63.80 | 74.98 | 73.86 | 74.28 | 73.87 | 74.62 | 73.92 | 63.13 | 75.33 | 62.69 | 74.88 | 62.87 | 74.65 | 63.69 | 63.07 | 63.58 | 62.98 | 64.01 | 63.38 |
| 469 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.89 | 63.89 | 73.87 | 63.84 | 73.72 | 75.91 | 73.16 | 74.33 | 74.70 | 73.86 | 74.36 | 74.67 | 73.88 | 63.55 | 62.83 | 74.85 | 63.47 | 74.78 | 75.09 | 63.35 | 62.21 | 63.47 | 62.74 | 63.24 | 64.17 | 64.27 |
| 470 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.09 | 64.53 | 73.13 | 73.36 | 64.00 | 74.92 | 74.15 | 56.03 | 74.61 | 74.08 | 74.59 | 55.28 | 74.65 | 75.19 | 62.95 | 74.91 | 63.65 | 74.12 | 75.86 | 75.49 | 63.86 | 62.71 | 72.92 | 63.69 | 64.40 | 63.69 |
| 471 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.77 | 73.62 | 74.13 | 64.58 | 64.10 | 74.60 | 74.88 | 63.64 | 74.65 | 74.87 | 74.41 | 63.67 | 73.44 | 63.94 | 63.41 | 74.08 | 74.68 | 75.07 | 75.37 | 74.88 | 63.16 | 63.95 | 63.28 | 63.93 | 63.76 | 63.39 |
| 484 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.75 | 65.31 | 65.26 | 42.66 | 56.12 | 74.74 | 71.09 | 66.27 | 64.87 | 66.46 | 64.39 | 64.81 | 73.81 | 64.97 | 64.18 | 73.71 | 65.74 | 74.45 | 75.77 | 63.88 | 64.92 | 64.54 | 65.02 | 65.45 | 65.83 | 66.60 |
| 485 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.70 | 74.59 | 65.52 | 64.88 | 65.41 | 75.19 | 72.78 | 65.74 | 72.90 | 64.91 | 74.74 | 64.81 | 74.11 | 63.94 | 63.84 | 73.99 | 74.11 | 65.89 | 75.72 | 63.66 | 64.10 | 65.13 | 65.34 | 64.44 | 63.72 | 65.10 |
| 486 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.41 | 65.33 | 64.78 | 64.29 | 64.77 | 74.84 | 72.84 | 64.24 | 72.93 | 55.86 | 75.53 | 64.05 | 74.07 | 74.66 | 63.89 | 74.93 | 65.48 | 65.33 | 74.49 | 64.57 | 64.86 | 65.78 | 64.80 | 63.87 | 64.56 | 64.51 |
| 487 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 56.40 | 65.61 | 72.53 | 64.51 | 64.13 | 74.71 | 73.73 | 56.15 | 73.30 | 73.78 | 74.60 | 62.80 | 82.22 | 74.29 | 64.34 | 69.78 | 63.37 | 64.85 | 75.53 | 75.84 | 73.55 | 63.74 | 73.94 | 62.81 | 64.27 | 63.62 |
| 500 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.52 | 64.57 | 73.47 | 74.36 | 74.13 | 74.38 | 73.90 | 75.42 | 73.85 | 74.07 | 63.58 | 64.19 | 83.76 | 62.49 | 64.28 | 74.35 | 63.39 | 74.77 | 74.38 | 75.02 | 63.51 | 64.31 | 63.60 | 63.54 | 42.66 | 63.94 |
| 501 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.35 | 73.72 | 74.84 | 64.18 | 64.88 | 64.33 | 73.88 | 64.04 | 74.66 | 73.70 | 75.70 | 75.66 | 74.22 | 74.82 | 74.84 | 74.40 | 64.02 | 75.73 | 75.90 | 74.78 | 64.33 | 63.48 | 63.79 | 64.60 | 64.32 | 64.25 |
| 502 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.63 | 73.56 | 73.93 | 73.96 | 64.09 | 74.35 | 74.66 | 65.44 | 73.97 | 74.99 | 42.66 | 62.96 | 73.89 | 63.40 | 64.60 | 74.85 | 63.93 | 74.19 | 75.24 | 75.28 | 64.01 | 64.49 | 64.22 | 63.30 | 64.54 | 65.23 |
| 503 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.28 | 64.99 | 73.87 | 65.04 | 64.57 | 75.03 | 74.94 | 64.29 | 73.38 | 73.85 | 75.42 | 71.83 | 74.15 | 63.00 | 63.27 | 74.47 | 63.84 | 64.07 | 75.20 | 63.80 | 62.64 | 64.12 | 56.39 | 63.40 | 63.96 | 64.74 |
| 516 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.24 | 65.53 | 64.59 | 65.48 | 74.60 | 73.95 | 73.90 | 64.53 | 74.29 | 64.09 | 74.38 | 75.27 | 74.10 | 63.76 | 63.34 | 74.61 | 63.49 | 74.56 | 75.89 | 74.91 | 63.90 | 63.44 | 64.88 | 64.71 | 63.60 | 64.73 |
| 517 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.18 | 64.38 | 63.66 | 74.06 | 63.85 | 75.39 | 87.25 | 63.67 | 75.19 | 74.01 | 75.93 | 74.92 | 74.86 | 73.89 | 62.70 | 74.91 | 63.25 | 75.13 | 63.32 | 74.11 | 62.66 | 62.17 | 73.62 | 63.76 | 62.96 | 62.76 |
| 518 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.89 | 64.34 | 74.94 | 64.09 | 74.61 | 74.89 | 74.46 | 64.31 | 87.07 | 64.07 | 74.54 | 62.73 | 73.65 | 74.49 | 63.46 | 70.53 | 74.57 | 68.51 | 75.11 | 71.18 | 62.11 | 62.56 | 63.42 | 64.53 | 64.41 | 63.46 |
| 519 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.63 | 64.15 | 74.43 | 74.01 | 74.36 | 62.56 | 74.98 | 64.25 | 74.37 | 75.37 | 75.38 | 75.62 | 74.18 | 73.85 | 62.24 | 75.12 | 63.08 | 74.78 | 63.57 | 63.55 | 74.68 | 62.87 | 63.06 | 63.08 | 64.78 | 64.01 |
| 532 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.26 | 84.93 | 82.48 | 87.78 | 84.45 | 85.79 | 85.97 | 84.37 | 85.89 | 87.41 | 86.82 | 88.35 | 82.34 | 85.72 | 86.97 | 83.51 | 73.68 | 87.02 | 84.34 | 85.98 | 88.19 | 85.87 | 84.69 | 76.29 | 72.11 | 85.76 |
| 533 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.62 | 84.84 | 86.96 | 87.25 | 84.01 | 87.49 | 87.09 | 83.33 | 86.96 | 88.00 | 88.87 | 87.88 | 87.15 | 88.08 | 70.83 | 86.95 | 87.58 | 86.87 | 88.18 | 87.46 | 86.84 | 86.27 | 87.14 | 73.23 | 87.58 | 86.67 |
| 534 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.28 | 87.49 | 83.47 | 86.65 | 75.58 | 84.32 | 88.38 | 87.62 | 87.71 | 85.81 | 87.56 | 88.92 | 88.40 | 87.78 | 88.75 | 87.21 | 87.42 | 87.01 | 87.32 | 88.12 | 87.00 | 70.42 | 87.81 | 73.29 | 72.39 | 84.92 |
| 535 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.40 | 87.62 | 85.64 | 82.92 | 86.59 | 86.62 | 84.97 | 87.99 | 87.09 | 86.39 | 87.23 | 91.47 | 87.39 | 88.21 | 87.83 | 72.02 | 85.69 | 88.18 | 76.54 | 88.97 | 73.98 | 87.35 | 86.86 | 88.31 | 73.70 | 87.07 |
| 548 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.65 | 86.62 | 87.15 | 87.69 | 86.63 | 86.52 | 86.80 | 87.50 | 86.67 | 86.23 | 85.40 | 85.46 | 88.24 | 87.65 | 87.30 | 86.88 | 85.44 | 85.80 | 87.38 | 85.74 | 88.42 | 88.38 | 85.84 | 73.50 | 87.52 | 88.98 |
| 549 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.24 | 85.34 | 87.70 | 85.55 | 85.01 | 88.91 | 86.81 | 80.04 | 88.12 | 87.59 | 89.83 | 88.35 | 88.95 | 88.28 | 86.30 | 87.60 | 88.92 | 86.11 | 91.33 | 90.09 | 80.83 | 88.60 | 85.72 | 87.83 | 88.05 | 87.44 |
| 550 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.18 | 88.96 | 82.88 | 86.79 | 86.43 | 89.26 | 87.23 | 88.29 | 89.58 | 88.36 | 89.16 | 90.12 | 87.60 | 88.36 | 88.39 | 86.33 | 87.60 | 87.66 | 87.23 | 88.50 | 88.49 | 88.45 | 88.42 | 87.98 | 88.01 | 88.04 |
| 551 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.11 | 87.32 | 87.29 | 86.37 | 88.01 | 88.43 | 86.47 | 89.24 | 86.00 | 87.56 | 87.40 | 87.55 | 87.53 | 88.35 | 87.40 | 73.64 | 86.47 | 88.87 | 88.16 | 89.91 | 88.34 | 87.36 | 87.14 | 71.44 | 85.87 | 73.89 |
| 564 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.93 | 88.01 | 72.05 | 83.97 | 86.71 | 87.31 | 85.40 | 85.96 | 88.57 | 87.36 | 88.66 | 90.74 | 87.44 | 86.63 | 88.56 | 88.01 | 89.43 | 87.85 | 86.92 | 88.39 | 88.04 | 76.50 | 85.77 | 87.79 | 73.96 | 90.50 |
| 565 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.72 | 87.89 | 85.58 | 86.97 | 86.75 | 88.33 | 86.43 | 87.11 | 90.56 | 87.22 | 88.86 | 87.84 | 89.12 | 85.94 | 87.72 | 88.39 | 88.13 | 87.31 | 90.23 | 88.86 | 88.88 | 89.26 | 86.68 | 76.15 | 86.32 | 88.61 |
| 566 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.92 | 86.90 | 87.24 | 86.73 | 85.38 | 89.16 | 84.82 | 88.37 | 86.81 | 86.93 | 88.97 | 87.91 | 87.50 | 88.56 | 87.48 | 87.86 | 87.11 | 87.25 | 88.46 | 92.16 | 88.05 | 86.23 | 88.64 | 87.24 | 88.59 | 87.86 |
| 567 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.05 | 84.85 | 86.41 | 85.30 | 86.48 | 89.69 | 86.63 | 86.41 | 87.96 | 87.39 | 88.17 | 90.25 | 91.31 | 87.39 | 87.75 | 72.20 | 87.30 | 87.83 | 90.84 | 89.82 | 87.44 | 88.61 | 86.90 | 74.36 | 87.32 | 73.92 |
| 580 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.29 | 65.47 | 65.44 | 65.90 | 65.80 | 64.31 | 73.69 | 65.09 | 73.30 | 72.18 | 57.24 | 63.25 | 73.26 | 64.52 | 64.48 | 73.75 | 64.31 | 74.09 | 73.63 | 65.28 | 66.67 | 66.11 | 64.79 | 66.73 | 66.36 | 64.90 |
| 581 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.80 | 65.77 | 72.73 | 65.25 | 74.60 | 74.66 | 72.79 | 65.25 | 73.14 | 56.48 | 74.45 | 74.62 | 73.47 | 65.38 | 64.36 | 72.45 | 64.53 | 74.38 | 63.68 | 64.22 | 63.72 | 64.43 | 64.77 | 65.40 | 65.90 | 64.99 |
| 582 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 56.26 | 65.82 | 73.43 | 74.42 | 73.30 | 64.88 | 73.36 | 66.06 | 73.95 | 73.65 | 75.90 | 64.66 | 65.30 | 73.08 | 65.26 | 74.14 | 72.94 | 64.80 | 75.35 | 74.58 | 64.58 | 64.96 | 65.55 | 64.81 | 65.31 | 65.14 |
| 583 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.74 | 64.79 | 73.49 | 65.02 | 74.48 | 74.90 | 65.65 | 64.31 | 56.24 | 72.99 | 68.99 | 73.68 | 74.89 | 63.33 | 63.21 | 74.76 | 63.03 | 72.23 | 75.37 | 63.10 | 63.74 | 64.51 | 63.61 | 64.94 | 63.81 | 64.76 |
| 596 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.11 | 73.14 | 64.59 | 64.76 | 65.08 | 75.04 | 74.13 | 63.44 | 73.58 | 73.63 | 75.70 | 75.02 | 74.41 | 63.30 | 62.29 | 74.82 | 63.71 | 63.68 | 74.61 | 73.83 | 64.39 | 63.26 | 55.32 | 64.48 | 64.55 | 65.03 |
| 597 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.12 | 73.95 | 72.90 | 64.77 | 74.01 | 75.06 | 73.13 | 64.54 | 73.11 | 56.22 | 75.31 | 74.89 | 69.71 | 63.71 | 63.83 | 74.96 | 63.76 | 74.57 | 74.65 | 75.23 | 63.63 | 63.16 | 63.74 | 63.96 | 55.66 | 63.19 |
| 598 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.07 | 74.01 | 63.71 | 73.39 | 64.53 | 74.39 | 72.18 | 74.31 | 69.35 | 73.85 | 84.73 | 62.86 | 73.39 | 73.66 | 64.56 | 74.73 | 63.33 | 74.32 | 75.19 | 56.24 | 64.53 | 63.58 | 63.51 | 65.06 | 64.48 | 64.35 |
| 599 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.62 | 65.08 | 73.06 | 64.53 | 74.01 | 74.22 | 74.62 | 74.62 | 74.12 | 63.93 | 74.59 | 64.37 | 74.20 | 73.84 | 64.29 | 70.59 | 63.78 | 74.64 | 63.19 | 62.72 | 63.89 | 65.23 | 64.30 | 63.68 | 63.55 | 63.81 |
| 612 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.78 | 64.34 | 73.62 | 74.13 | 74.58 | 75.02 | 74.04 | 74.83 | 75.23 | 63.95 | 74.62 | 62.67 | 73.36 | 62.80 | 74.44 | 74.83 | 74.68 | 74.62 | 75.15 | 74.15 | 62.51 | 63.39 | 64.73 | 64.24 | 63.06 | 64.49 |
| 613 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.63 | 65.04 | 74.06 | 65.33 | 73.81 | 74.84 | 73.20 | 75.48 | 74.04 | 73.21 | 74.36 | 75.66 | 75.41 | 74.85 | 62.88 | 69.26 | 74.64 | 74.10 | 74.94 | 64.25 | 64.01 | 63.93 | 73.48 | 63.64 | 63.65 | 64.73 |
| 614 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.98 | 75.36 | 73.11 | 64.33 | 74.61 | 61.98 | 74.34 | 64.31 | 75.16 | 73.85 | 76.05 | 69.04 | 73.65 | 63.72 | 63.15 | 69.71 | 63.30 | 75.41 | 62.86 | 73.95 | 63.16 | 64.51 | 63.67 | 63.82 | 64.10 | 63.55 |
| 615 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.18 | 74.35 | 64.34 | 65.11 | 74.28 | 74.06 | 74.11 | 64.57 | 63.67 | 74.40 | 76.27 | 62.89 | 73.66 | 74.07 | 75.37 | 74.80 | 62.23 | 74.85 | 75.09 | 63.03 | 63.85 | 64.47 | 73.14 | 63.19 | 73.13 | 63.35 |
| 628 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 72.91 | 55.59 | 73.23 | 64.34 | 64.62 | 73.52 | 72.66 | 64.12 | 71.80 | 64.40 | 63.42 | 55.09 | 73.40 | 63.05 | 63.69 | 73.91 | 54.53 | 63.31 | 62.75 | 61.27 | 63.66 | 63.92 | 64.20 | 64.13 | 63.73 | 64.19 |
| 629 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.21 | 65.29 | 73.78 | 65.45 | 65.20 | 74.72 | 73.38 | 64.80 | 73.93 | 64.77 | 74.63 | 75.55 | 74.83 | 74.48 | 62.80 | 74.70 | 63.60 | 74.58 | 70.11 | 64.44 | 65.45 | 64.55 | 65.13 | 65.79 | 64.56 | 64.12 |
| 630 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 66.14 | 64.95 | 73.16 | 65.13 | 74.10 | 74.41 | 83.89 | 73.07 | 66.41 | 73.74 | 56.52 | 63.30 | 74.36 | 74.72 | 64.50 | 74.16 | 66.27 | 74.08 | 64.52 | 64.38 | 65.28 | 64.91 | 65.11 | 65.49 | 63.85 | 64.32 |
| 631 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.74 | 64.45 | 74.69 | 64.85 | 64.81 | 75.54 | 74.00 | 73.53 | 64.33 | 73.99 | 73.85 | 74.65 | 73.13 | 56.00 | 64.05 | 72.71 | 63.88 | 72.53 | 75.82 | 62.85 | 63.47 | 63.54 | 63.53 | 63.67 | 63.90 | 63.50 |
| 644 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.32 | 73.94 | 83.20 | 65.08 | 74.03 | 75.02 | 75.02 | 63.89 | 73.83 | 73.19 | 63.44 | 74.66 | 73.71 | 74.99 | 63.48 | 74.37 | 64.23 | 64.11 | 74.27 | 62.54 | 63.55 | 64.66 | 64.83 | 63.65 | 64.44 | 64.72 |
| 645 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.77 | 64.02 | 73.60 | 74.09 | 64.86 | 74.93 | 73.12 | 64.45 | 73.55 | 74.68 | 55.53 | 63.72 | 74.10 | 73.88 | 63.82 | 74.82 | 62.26 | 74.34 | 75.42 | 63.33 | 62.94 | 63.87 | 64.11 | 64.53 | 63.56 | 63.96 |
| 646 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.54 | 73.71 | 73.54 | 74.59 | 74.34 | 74.11 | 73.65 | 74.17 | 73.88 | 64.68 | 74.78 | 63.57 | 74.18 | 64.50 | 64.77 | 75.38 | 74.00 | 74.61 | 75.18 | 75.28 | 64.71 | 64.29 | 74.04 | 65.43 | 63.97 | 64.84 |
| 647 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.75 | 73.61 | 64.35 | 66.02 | 65.42 | 75.08 | 73.06 | 75.06 | 73.78 | 73.99 | 62.41 | 70.46 | 73.90 | 62.81 | 63.58 | 74.92 | 64.29 | 74.48 | 75.30 | 63.55 | 62.38 | 63.21 | 73.43 | 63.95 | 63.82 | 64.38 |
| 660 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.67 | 65.04 | 73.86 | 73.77 | 68.54 | 75.37 | 73.90 | 63.63 | 74.86 | 73.56 | 74.61 | 63.79 | 74.63 | 74.36 | 64.07 | 74.71 | 62.63 | 74.11 | 73.84 | 64.04 | 63.88 | 64.01 | 64.00 | 63.06 | 63.78 | 64.91 |
| 661 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.92 | 64.79 | 73.65 | 64.19 | 74.41 | 62.56 | 74.69 | 63.97 | 75.33 | 74.88 | 63.11 | 74.92 | 74.82 | 63.11 | 62.94 | 70.88 | 63.44 | 74.11 | 74.85 | 75.05 | 63.16 | 63.14 | 64.14 | 64.09 | 62.69 | 64.32 |
| 662 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.62 | 64.33 | 74.35 | 64.92 | 74.86 | 74.90 | 73.67 | 74.63 | 74.09 | 74.37 | 74.85 | 64.07 | 73.84 | 63.19 | 63.54 | 74.35 | 74.72 | 87.10 | 63.32 | 63.30 | 63.80 | 64.56 | 64.61 | 64.74 | 62.77 | 64.06 |
| 663 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.63 | 74.26 | 73.12 | 64.84 | 64.57 | 74.65 | 73.90 | 64.18 | 74.68 | 73.84 | 74.94 | 62.73 | 69.38 | 64.07 | 74.30 | 87.18 | 63.80 | 74.92 | 74.64 | 63.30 | 62.69 | 64.75 | 73.44 | 63.76 | 63.92 | 63.92 |
| 676 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.66 | 89.28 | 89.86 | 89.36 | 77.09 | 90.27 | 89.81 | 89.56 | 89.45 | 89.17 | 88.66 | 90.71 | 91.33 | 90.54 | 88.79 | 89.33 | 88.63 | 89.05 | 89.99 | 91.79 | 89.07 | 89.74 | 89.57 | 88.99 | 90.23 | 89.80 |
| 677 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.92 | 89.60 | 88.71 | 90.33 | 89.27 | 88.99 | 87.93 | 89.60 | 88.68 | 87.79 | 90.47 | 88.17 | 90.58 | 89.01 | 90.03 | 90.02 | 89.25 | 90.17 | 89.45 | 92.06 | 89.31 | 90.06 | 89.10 | 87.81 | 89.87 | 88.81 |
| 678 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.36 | 90.72 | 88.19 | 89.41 | 90.73 | 89.52 | 87.79 | 89.82 | 88.63 | 88.22 | 88.83 | 89.03 | 89.42 | 89.67 | 89.38 | 89.59 | 89.50 | 89.88 | 90.97 | 89.11 | 86.51 | 91.03 | 88.74 | 90.15 | 89.13 | 89.87 |
| 679 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.91 | 88.72 | 87.53 | 90.31 | 88.64 | 90.00 | 87.50 | 92.03 | 90.50 | 89.23 | 90.84 | 89.09 | 89.28 | 89.89 | 89.36 | 91.04 | 89.06 | 89.54 | 90.24 | 91.15 | 88.53 | 89.93 | 89.11 | 88.17 | 90.20 | 87.61 |
| 692 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.01 | 89.92 | 89.50 | 89.49 | 88.58 | 89.67 | 90.60 | 89.40 | 88.93 | 88.61 | 90.42 | 92.04 | 88.03 | 88.47 | 89.03 | 89.58 | 88.77 | 89.75 | 90.95 | 91.51 | 88.71 | 88.91 | 89.39 | 89.71 | 87.73 | 90.12 |
| 693 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.03 | 89.30 | 89.92 | 89.95 | 89.30 | 90.77 | 88.47 | 89.29 | 87.90 | 87.21 | 90.84 | 90.25 | 88.65 | 89.85 | 87.86 | 89.17 | 89.13 | 90.11 | 91.02 | 90.32 | 89.84 | 89.52 | 89.60 | 89.33 | 89.75 | 88.30 |
| 694 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.72 | 90.05 | 88.15 | 89.86 | 88.67 | 88.94 | 89.81 | 88.89 | 88.81 | 89.99 | 89.40 | 89.46 | 89.23 | 87.86 | 90.53 | 89.19 | 89.89 | 89.73 | 90.14 | 91.06 | 89.41 | 90.55 | 89.11 | 90.06 | 88.35 | 89.20 |
| 695 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.82 | 90.79 | 88.52 | 86.82 | 89.79 | 89.73 | 88.85 | 90.94 | 89.31 | 90.61 | 88.65 | 91.17 | 89.11 | 89.12 | 88.93 | 89.33 | 87.96 | 89.86 | 88.92 | 90.96 | 88.70 | 90.08 | 89.63 | 89.76 | 89.42 | 90.06 |
| 708 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 89.75 | 89.69 | 87.83 | 89.81 | 89.76 | 89.87 | 89.05 | 88.09 | 89.15 | 88.75 | 90.67 | 89.05 | 89.93 | 90.47 | 89.24 | 90.33 | 90.75 | 91.27 | 90.04 | 89.28 | 88.83 | 88.76 | 90.01 | 89.85 | 89.41 |
| 709 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.78 | 92.10 | 88.95 | 89.58 | 88.62 | 90.78 | 87.81 | 90.89 | 89.46 | 91.12 | 89.62 | 91.06 | 90.41 | 89.24 | 88.61 | 90.96 | 89.32 | 89.75 | 90.03 | 88.88 | 88.81 | 89.06 | 89.17 | 89.04 | 89.89 | 88.95 |
| 710 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 90.85 | 88.17 | 89.13 | 88.24 | 88.73 | 89.48 | 90.51 | 90.14 | 89.48 | 89.91 | 89.82 | 89.22 | 89.03 | 89.49 | 88.93 | 88.50 | 90.28 | 90.15 | 90.18 | 89.37 | 89.00 | 88.59 | 87.62 | 89.42 | 88.92 |
| 711 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.78 | 89.53 | 88.61 | 88.67 | 89.85 | 89.84 | 89.11 | 89.69 | 89.36 | 89.22 | 91.00 | 89.80 | 89.86 | 88.37 | 89.76 | 89.37 | 90.97 | 90.91 | 91.94 | 89.91 | 88.44 | 89.87 | 89.27 | 89.22 | 89.05 | 88.49 |
| 724 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 71.74 | 65.08 | 72.25 | 64.26 | 64.82 | 74.11 | 73.86 | 55.78 | 56.77 | 64.53 | 63.35 | 68.52 | 67.96 | 64.66 | 64.46 | 73.35 | 64.03 | 74.22 | 74.37 | 69.24 | 63.57 | 64.19 | 72.90 | 63.38 | 73.73 | 64.37 |
| 725 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 61.76 | 65.81 | 65.77 | 65.75 | 68.24 | 64.28 | 55.45 | 64.52 | 72.80 | 69.11 | 64.12 | 68.55 | 72.19 | 64.55 | 65.36 | 67.20 | 68.66 | 73.19 | 70.05 | 75.10 | 74.21 | 63.64 | 72.30 | 65.87 | 65.44 | 65.33 |
| 726 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 61.55 | 63.13 | 63.76 | 63.35 | 63.91 | 74.93 | 73.23 | 63.32 | 72.85 | 71.64 | 70.91 | 61.54 | 73.52 | 68.58 | 62.70 | 72.42 | 61.80 | 61.63 | 73.85 | 61.39 | 61.62 | 62.33 | 73.65 | 62.25 | 70.32 | 62.48 |
| 727 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.71 | 64.92 | 64.02 | 64.47 | 65.08 | 61.45 | 72.88 | 64.41 | 73.06 | 63.99 | 61.79 | 74.54 | 73.27 | 63.16 | 62.73 | 73.48 | 62.72 | 69.82 | 66.32 | 75.03 | 63.10 | 62.23 | 62.67 | 63.89 | 63.19 | 63.77 |
| 740 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 72.85 | 64.59 | 64.83 | 63.28 | 68.36 | 63.52 | 72.59 | 64.55 | 64.68 | 70.55 | 75.81 | 69.26 | 72.90 | 63.18 | 62.87 | 73.07 | 68.49 | 69.27 | 68.03 | 63.17 | 54.38 | 62.24 | 63.87 | 63.80 | 63.78 | 63.11 |
| 741 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 67.79 | 65.55 | 68.00 | 64.82 | 64.81 | 64.56 | 65.43 | 64.19 | 70.11 | 64.42 | 68.51 | 69.72 | 70.25 | 63.35 | 62.36 | 73.33 | 52.66 | 65.02 | 75.53 | 75.47 | 56.46 | 54.24 | 53.51 | 65.04 | 64.34 | 65.21 |
| 742 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 65.19 | 65.03 | 63.89 | 63.87 | 64.77 | 75.21 | 73.52 | 69.11 | 63.68 | 73.50 | 63.01 | 62.19 | 73.68 | 64.06 | 63.01 | 73.29 | 63.11 | 63.87 | 69.55 | 69.73 | 64.28 | 64.10 | 72.87 | 53.25 | 64.31 | 64.17 |
| 743 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.05 | 74.48 | 64.87 | 65.39 | 64.04 | 74.67 | 72.88 | 63.85 | 63.48 | 65.36 | 74.77 | 69.23 | 73.17 | 52.02 | 63.36 | 64.60 | 53.66 | 72.76 | 74.83 | 62.34 | 65.08 | 63.91 | 64.42 | 64.42 | 64.62 | 64.48 |
| 756 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 72.78 | 66.06 | 65.77 | 64.82 | 64.74 | 64.67 | 69.18 | 63.99 | 69.98 | 64.95 | 64.57 | 63.98 | 68.71 | 63.81 | 63.55 | 61.15 | 63.83 | 68.72 | 75.11 | 64.17 | 53.72 | 64.74 | 65.19 | 63.89 | 54.36 | 64.09 |
| 757 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.06 | 64.27 | 69.04 | 64.98 | 65.09 | 75.17 | 74.55 | 53.85 | 63.44 | 54.27 | 75.05 | 62.34 | 72.12 | 64.04 | 62.75 | 73.64 | 63.74 | 68.74 | 74.65 | 62.89 | 64.17 | 63.75 | 63.26 | 63.96 | 63.81 | 64.66 |
| 758 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.06 | 65.25 | 64.87 | 64.79 | 68.76 | 67.31 | 69.72 | 64.11 | 69.59 | 64.35 | 63.39 | 63.87 | 63.59 | 64.43 | 62.97 | 67.12 | 63.13 | 69.77 | 74.97 | 69.54 | 63.59 | 62.92 | 73.42 | 63.65 | 64.47 | 56.83 |
| 759 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.68 | 66.07 | 64.31 | 64.84 | 65.25 | 75.42 | 65.46 | 64.87 | 63.79 | 63.90 | 63.16 | 75.01 | 72.65 | 62.93 | 62.19 | 69.11 | 62.80 | 64.13 | 63.25 | 62.66 | 53.50 | 64.23 | 60.63 | 64.28 | 64.48 | 63.68 |
| 772 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.27 | 63.28 | 68.46 | 64.90 | 64.84 | 74.76 | 72.20 | 64.29 | 72.86 | 63.77 | 69.67 | 70.54 | 73.74 | 73.65 | 64.07 | 73.32 | 64.02 | 69.81 | 75.79 | 73.93 | 64.76 | 64.10 | 72.41 | 63.74 | 64.22 | 63.69 |
| 773 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.06 | 68.88 | 64.53 | 63.48 | 63.68 | 66.37 | 73.93 | 63.77 | 63.05 | 62.71 | 75.36 | 68.65 | 73.37 | 72.97 | 62.16 | 73.06 | 62.95 | 72.91 | 71.02 | 63.55 | 65.85 | 64.64 | 55.65 | 63.32 | 64.42 | 63.61 |
| 774 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.92 | 64.72 | 69.85 | 65.20 | 64.48 | 64.10 | 73.57 | 64.97 | 67.18 | 66.07 | 65.06 | 68.91 | 72.51 | 63.52 | 63.88 | 73.55 | 64.69 | 67.92 | 72.99 | 75.73 | 64.44 | 63.72 | 63.76 | 63.58 | 64.94 | 64.59 |
| 775 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 63.16 | 64.20 | 63.54 | 63.50 | 62.60 | 69.39 | 72.13 | 61.02 | 63.43 | 61.27 | 83.27 | 74.48 | 69.53 | 62.92 | 58.88 | 70.71 | 69.34 | 69.69 | 73.48 | 60.33 | 61.78 | 61.65 | 71.93 | 61.83 | 51.23 | 61.56 |
| 788 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.12 | 64.51 | 73.37 | 64.81 | 64.70 | 64.26 | 67.77 | 65.02 | 68.81 | 56.07 | 75.15 | 74.77 | 73.73 | 64.12 | 74.12 | 63.18 | 69.93 | 71.86 | 75.12 | 73.82 | 63.44 | 64.43 | 65.36 | 64.65 | 73.35 | 63.85 |
| 789 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.83 | 65.33 | 67.66 | 66.36 | 65.15 | 67.15 | 73.38 | 64.72 | 72.86 | 65.65 | 75.34 | 64.45 | 73.66 | 69.41 | 65.55 | 64.62 | 53.59 | 70.62 | 63.82 | 74.87 | 54.70 | 53.87 | 72.14 | 65.45 | 65.25 | 64.64 |
| 790 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 56.32 | 64.91 | 66.59 | 65.31 | 65.58 | 74.20 | 68.48 | 64.31 | 64.34 | 63.82 | 74.35 | 61.28 | 71.43 | 69.54 | 63.22 | 71.68 | 63.88 | 70.56 | 74.90 | 63.32 | 64.30 | 64.47 | 73.39 | 64.27 | 64.04 | 64.38 |
| 791 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 70.54 | 67.73 | 63.61 | 64.57 | 64.16 | 63.15 | 73.50 | 63.08 | 64.90 | 62.54 | 62.98 | 62.17 | 73.57 | 61.88 | 63.18 | 63.16 | 55.88 | 70.02 | 74.19 | 69.92 | 63.78 | 52.93 | 53.40 | 63.59 | 62.42 | 63.49 |
| 804 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 63.73 | 64.71 | 64.04 | 65.03 | 64.61 | 68.75 | 74.01 | 63.43 | 63.37 | 69.92 | 62.68 | 63.19 | 69.54 | 53.54 | 63.73 | 63.54 | 62.50 | 73.07 | 63.58 | 63.35 | 62.80 | 64.52 | 72.39 | 63.79 | 63.78 | 63.53 |
| 805 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.70 | 65.88 | 73.78 | 65.64 | 64.65 | 62.29 | 63.69 | 63.96 | 63.48 | 63.86 | 63.84 | 63.00 | 70.33 | 63.61 | 63.85 | 69.43 | 62.83 | 63.72 | 63.55 | 74.56 | 64.61 | 64.21 | 73.40 | 62.90 | 64.68 | 65.40 |
| 806 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 66.31 | 61.77 | 64.87 | 65.78 | 65.19 | 65.06 | 64.79 | 69.22 | 73.28 | 64.03 | 74.01 | 74.85 | 72.44 | 69.08 | 63.10 | 69.42 | 63.34 | 72.88 | 72.03 | 75.17 | 64.43 | 63.55 | 54.78 | 64.53 | 54.07 | 63.42 |
| 807 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.80 | 64.21 | 64.35 | 65.98 | 64.71 | 63.22 | 68.73 | 70.24 | 64.95 | 70.66 | 64.66 | 75.05 | 73.40 | 63.23 | 64.34 | 73.87 | 63.29 | 60.96 | 74.87 | 71.05 | 64.02 | 63.13 | 72.39 | 63.49 | 52.22 | 64.51 |
| 820 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.08 | 89.50 | 88.91 | 90.29 | 89.43 | 88.21 | 89.17 | 89.24 | 89.77 | 88.66 | 90.54 | 90.82 | 88.91 | 89.49 | 88.46 | 90.14 | 90.60 | 90.94 | 91.19 | 90.69 | 87.35 | 89.92 | 88.68 | 88.97 | 89.06 | 89.50 |
| 821 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.49 | 90.42 | 89.03 | 89.52 | 89.51 | 90.21 | 89.71 | 91.20 | 90.70 | 89.58 | 91.12 | 90.34 | 89.88 | 89.62 | 89.70 | 90.41 | 89.02 | 89.30 | 90.74 | 89.42 | 87.55 | 90.42 | 88.47 | 89.95 | 88.29 | 87.83 |
| 822 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.37 | 89.54 | 88.25 | 89.26 | 89.72 | 90.02 | 89.28 | 89.64 | 89.64 | 88.36 | 91.69 | 89.49 | 90.17 | 88.07 | 89.43 | 89.40 | 89.05 | 89.89 | 90.87 | 90.75 | 89.22 | 90.42 | 88.35 | 76.53 | 90.18 | 87.17 |
| 823 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.98 | 90.33 | 88.84 | 90.41 | 89.24 | 89.86 | 90.42 | 89.33 | 89.25 | 89.45 | 90.12 | 90.77 | 89.83 | 89.45 | 90.72 | 88.42 | 89.63 | 91.17 | 89.84 | 90.10 | 89.22 | 89.34 | 89.18 | 89.08 | 90.07 | 88.91 |
| 836 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.76 | 89.86 | 89.29 | 89.29 | 89.00 | 90.76 | 89.66 | 90.63 | 90.15 | 88.80 | 89.43 | 89.00 | 89.17 | 89.28 | 90.16 | 88.88 | 89.75 | 88.35 | 88.86 | 91.11 | 89.60 | 88.83 | 89.96 | 88.80 | 88.98 | 89.17 |
| 837 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.37 | 89.93 | 87.54 | 89.24 | 88.40 | 90.26 | 87.15 | 89.00 | 90.05 | 89.47 | 86.98 | 91.35 | 89.32 | 89.71 | 90.15 | 89.39 | 90.01 | 89.67 | 92.72 | 90.66 | 87.94 | 90.64 | 88.78 | 89.27 | 88.65 | 89.74 |
| 838 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.79 | 90.90 | 88.41 | 87.51 | 89.84 | 89.66 | 89.22 | 89.41 | 88.99 | 88.09 | 89.66 | 89.73 | 89.16 | 89.17 | 88.08 | 89.62 | 89.39 | 89.83 | 91.18 | 89.71 | 89.92 | 88.71 | 89.01 | 89.24 | 87.38 | 90.37 |
| 839 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.01 | 89.65 | 88.34 | 89.74 | 90.12 | 89.27 | 89.61 | 88.79 | 90.12 | 88.59 | 88.93 | 89.76 | 90.28 | 89.20 | 89.80 | 88.74 | 89.50 | 89.13 | 89.56 | 90.26 | 89.20 | 89.00 | 90.44 | 88.66 | 87.74 | 88.31 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 388 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.46 | 89.69 | 91.86 | 92.46 | 91.09 | 93.00 | 91.90 | 92.42 | 92.28 | 92.82 | 92.11 | 90.81 | 91.94 | 92.80 | 75.58 | 92.97 | 92.05 | 49.17 | 91.42 | 72.84 | 93.78 | 76.58 | 91.87 | 91.47 | 92.98 | 88.49 |
| 389 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.13 | 92.42 | 92.26 | 91.34 | 89.82 | 91.96 | 84.91 | 91.15 | 93.73 | 92.03 | 91.74 | 93.07 | 92.53 | 49.17 | 94.54 | 92.02 | 94.50 | 74.16 | 93.17 | 93.24 | 92.88 | 93.86 | 93.21 | 94.12 | 92.86 | 93.66 |
| 390 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.46 | 76.10 | 92.10 | 93.27 | 94.62 | 92.49 | 91.46 | 87.99 | 94.08 | 94.60 | 86.89 | 87.21 | 92.42 | 92.45 | 90.47 | 95.73 | 85.05 | 92.86 | 91.67 | 92.43 | 93.59 | 92.63 | 92.68 | 75.74 | 93.07 | 76.79 |
| 391 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.28 | 73.60 | 94.14 | 93.08 | 91.61 | 92.43 | 92.24 | 91.48 | 93.02 | 92.12 | 93.59 | 93.54 | 94.54 | 91.41 | 88.68 | 94.25 | 86.65 | 92.77 | 92.21 | 92.37 | 94.16 | 93.91 | 73.49 | 92.62 | 93.73 | 93.09 |
| 404 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.20 | 92.59 | 91.40 | 93.20 | 88.55 | 90.55 | 92.98 | 94.69 | 92.35 | 91.36 | 93.09 | 91.62 | 91.65 | 92.22 | 88.88 | 89.28 | 74.46 | 92.67 | 92.11 | 92.24 | 93.80 | 90.70 | 91.91 | 92.66 | 93.45 | 92.13 |
| 405 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.18 | 93.14 | 91.08 | 94.07 | 93.56 | 92.23 | 94.11 | 94.05 | 92.83 | 92.30 | 49.17 | 93.09 | 92.16 | 91.92 | 91.21 | 93.88 | 92.25 | 92.61 | 92.95 | 91.66 | 93.57 | 93.48 | 73.92 | 75.43 | 92.92 | 93.08 |
| 406 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.27 | 92.74 | 92.08 | 92.86 | 85.32 | 90.20 | 93.15 | 91.49 | 92.44 | 91.89 | 93.51 | 92.68 | 93.64 | 95.38 | 90.96 | 93.56 | 90.90 | 90.91 | 93.58 | 92.57 | 92.92 | 93.44 | 93.55 | 74.33 | 94.09 | 89.93 |
| 407 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.26 | 89.59 | 93.33 | 91.66 | 92.45 | 91.55 | 91.87 | 92.20 | 93.14 | 93.26 | 94.11 | 92.76 | 92.50 | 94.29 | 74.87 | 93.09 | 94.20 | 91.60 | 93.27 | 91.05 | 94.23 | 90.74 | 83.53 | 93.22 | 90.29 | 95.05 |
| 420 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.94 | 90.61 | 91.33 | 90.31 | 91.00 | 90.21 | 91.08 | 92.39 | 93.57 | 91.38 | 49.17 | 92.71 | 93.23 | 92.50 | 88.31 | 94.43 | 90.81 | 93.20 | 91.50 | 91.08 | 92.90 | 91.32 | 93.07 | 93.10 | 88.82 | 94.19 |
| 421 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.49 | 91.02 | 94.16 | 89.91 | 91.79 | 93.09 | 92.60 | 95.06 | 91.78 | 90.62 | 93.37 | 93.36 | 93.49 | 94.48 | 94.17 | 92.36 | 92.78 | 90.33 | 91.57 | 93.09 | 94.29 | 49.17 | 91.97 | 93.09 | 92.60 | 91.72 |
| 422 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.56 | 92.79 | 92.31 | 92.41 | 94.17 | 92.95 | 91.38 | 90.43 | 93.64 | 93.59 | 92.08 | 93.84 | 93.28 | 94.17 | 92.44 | 92.46 | 95.24 | 89.79 | 93.72 | 92.53 | 90.20 | 94.03 | 93.89 | 75.11 | 93.32 | 94.05 |
| 423 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.73 | 92.58 | 91.37 | 49.17 | 93.48 | 91.72 | 93.43 | 93.99 | 93.64 | 91.51 | 90.46 | 94.21 | 92.99 | 91.56 | 90.65 | 92.89 | 76.70 | 90.57 | 93.92 | 91.61 | 93.94 | 94.43 | 93.46 | 93.57 | 90.43 | 93.34 |
| 436 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.53 | 74.70 | 60.33 | 58.64 | 59.11 | 57.73 | 75.79 | 58.02 | 58.77 | 58.43 | 76.23 | 57.29 | 75.39 | 57.56 | 58.08 | 74.22 | 58.20 | 74.59 | 56.95 | 56.69 | 57.48 | 58.75 | 58.03 | 58.54 | 58.79 | 57.82 |
| 437 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.23 | 58.98 | 59.22 | 59.10 | 50.36 | 76.52 | 74.81 | 76.04 | 75.03 | 74.04 | 75.62 | 76.22 | 75.45 | 58.60 | 58.88 | 75.66 | 59.03 | 75.05 | 57.50 | 76.60 | 57.85 | 57.60 | 75.56 | 57.47 | 57.57 | 56.83 |
| 438 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.31 | 58.26 | 74.95 | 58.78 | 51.45 | 75.74 | 74.59 | 50.50 | 75.11 | 50.78 | 76.59 | 49.76 | 76.26 | 58.85 | 57.46 | 75.51 | 58.44 | 58.30 | 76.89 | 49.17 | 57.44 | 56.72 | 50.39 | 56.93 | 50.62 | 57.04 |
| 439 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.87 | 49.88 | 58.45 | 59.12 | 75.12 | 76.33 | 74.76 | 67.47 | 58.26 | 75.19 | 76.27 | 77.31 | 75.93 | 57.30 | 57.20 | 75.04 | 56.90 | 59.49 | 76.12 | 76.47 | 55.94 | 56.06 | 58.25 | 56.49 | 56.95 | 56.28 |
| 452 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.51 | 74.18 | 74.83 | 75.24 | 74.66 | 76.91 | 74.84 | 58.29 | 75.95 | 57.95 | 76.07 | 56.97 | 76.64 | 76.78 | 56.92 | 75.51 | 56.21 | 56.95 | 77.16 | 76.74 | 57.15 | 56.63 | 56.87 | 56.60 | 57.23 | 56.34 |
| 453 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.56 | 75.36 | 59.01 | 75.97 | 75.07 | 76.66 | 74.74 | 58.43 | 75.82 | 75.35 | 76.26 | 77.58 | 75.17 | 50.83 | 57.11 | 77.10 | 58.72 | 74.68 | 57.29 | 77.27 | 57.07 | 57.55 | 76.10 | 57.52 | 56.39 | 57.58 |
| 454 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.80 | 75.13 | 75.17 | 74.77 | 74.05 | 76.38 | 76.07 | 58.17 | 75.82 | 75.56 | 76.02 | 58.00 | 67.64 | 57.99 | 58.51 | 76.05 | 76.13 | 68.99 | 77.04 | 76.74 | 56.51 | 56.86 | 56.52 | 56.30 | 56.21 | 57.41 |
| 455 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.44 | 57.75 | 74.65 | 58.26 | 74.74 | 76.90 | 75.51 | 75.97 | 74.87 | 75.97 | 76.33 | 56.88 | 75.15 | 68.24 | 58.74 | 75.76 | 75.71 | 74.95 | 76.12 | 75.99 | 55.17 | 55.95 | 55.32 | 57.13 | 75.26 | 54.89 |
| 468 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.68 | 75.92 | 58.26 | 58.57 | 57.86 | 56.98 | 74.86 | 58.56 | 76.80 | 75.88 | 76.76 | 76.72 | 76.73 | 74.97 | 56.13 | 76.54 | 56.33 | 75.92 | 56.28 | 76.79 | 56.00 | 55.96 | 56.68 | 56.87 | 56.49 | 56.46 |
| 469 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 75.06 | 57.97 | 74.88 | 58.37 | 74.24 | 77.15 | 75.11 | 75.47 | 75.98 | 75.65 | 76.64 | 77.21 | 75.62 | 58.29 | 57.76 | 75.55 | 57.25 | 76.17 | 76.70 | 56.11 | 56.36 | 55.81 | 56.78 | 56.17 | 56.64 | 56.59 |
| 470 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 75.46 | 59.15 | 74.62 | 74.89 | 57.45 | 75.24 | 75.69 | 50.25 | 74.66 | 74.92 | 76.20 | 50.25 | 76.69 | 75.56 | 57.94 | 76.22 | 57.63 | 74.68 | 75.97 | 76.76 | 56.56 | 56.49 | 76.11 | 57.64 | 57.97 | 57.26 |
| 471 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 75.51 | 74.84 | 75.67 | 58.76 | 57.15 | 75.71 | 75.17 | 57.48 | 74.83 | 75.17 | 76.26 | 57.32 | 76.46 | 57.52 | 58.41 | 74.72 | 76.33 | 75.74 | 77.65 | 75.60 | 56.83 | 55.78 | 55.79 | 56.36 | 55.98 | 55.72 |
| 484 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 60.49 | 59.90 | 59.03 | 49.17 | 50.43 | 76.80 | 72.83 | 58.05 | 58.00 | 57.77 | 57.41 | 56.76 | 75.42 | 57.13 | 58.09 | 74.90 | 57.97 | 75.99 | 76.40 | 56.11 | 57.03 | 57.37 | 56.68 | 56.56 | 57.97 | 57.77 |
| 485 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.80 | 74.34 | 59.66 | 58.66 | 58.92 | 75.90 | 74.71 | 57.73 | 74.14 | 59.20 | 76.45 | 58.43 | 75.82 | 59.08 | 57.83 | 76.25 | 76.05 | 59.64 | 75.74 | 57.04 | 56.41 | 57.68 | 57.22 | 56.60 | 57.80 | 56.83 |
| 486 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.70 | 59.19 | 58.94 | 58.20 | 59.34 | 76.69 | 74.64 | 57.56 | 76.17 | 50.21 | 76.54 | 57.66 | 75.08 | 75.62 | 58.43 | 76.37 | 59.01 | 59.21 | 76.02 | 57.28 | 57.21 | 56.73 | 58.01 | 56.77 | 58.30 | 56.79 |
| 487 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 50.65 | 59.41 | 73.75 | 57.96 | 58.41 | 76.47 | 74.86 | 50.38 | 75.24 | 76.22 | 76.30 | 56.85 | 88.48 | 75.58 | 57.26 | 70.24 | 56.47 | 58.24 | 77.94 | 77.13 | 76.76 | 56.07 | 76.40 | 55.49 | 56.79 | 55.36 |
| 500 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.80 | 58.14 | 74.29 | 75.39 | 74.55 | 76.51 | 75.60 | 76.68 | 75.19 | 76.45 | 56.95 | 57.01 | 89.76 | 55.66 | 58.50 | 76.60 | 56.96 | 74.67 | 76.91 | 77.24 | 55.61 | 57.19 | 56.62 | 56.72 | 49.17 | 56.21 |
| 501 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 75.06 | 75.16 | 75.35 | 58.35 | 58.83 | 58.11 | 74.45 | 58.00 | 76.22 | 75.93 | 76.25 | 76.96 | 76.07 | 75.67 | 76.14 | 75.86 | 57.36 | 75.87 | 77.18 | 77.00 | 56.54 | 57.04 | 58.26 | 57.14 | 57.18 | 56.67 |
| 502 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.13 | 74.74 | 74.96 | 74.50 | 57.77 | 75.83 | 75.72 | 57.89 | 75.34 | 75.79 | 49.17 | 56.63 | 75.45 | 57.47 | 58.30 | 75.82 | 58.36 | 75.72 | 76.99 | 76.67 | 57.43 | 56.35 | 56.73 | 57.36 | 56.43 | 57.38 |
| 503 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.39 | 58.87 | 74.43 | 58.61 | 59.44 | 75.65 | 75.42 | 57.99 | 76.04 | 75.15 | 76.64 | 69.60 | 76.43 | 56.98 | 58.51 | 76.02 | 57.49 | 58.85 | 76.06 | 57.50 | 56.18 | 55.88 | 49.72 | 55.92 | 56.17 | 57.22 |
| 516 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.24 | 57.80 | 58.70 | 57.71 | 74.30 | 76.09 | 75.61 | 58.25 | 75.47 | 58.25 | 76.81 | 76.79 | 75.68 | 56.88 | 59.43 | 76.11 | 57.43 | 75.40 | 76.47 | 76.71 | 57.90 | 56.58 | 56.85 | 56.88 | 56.67 | 56.85 |
| 517 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.52 | 58.07 | 58.51 | 74.00 | 58.39 | 77.11 | 91.02 | 57.24 | 75.83 | 75.42 | 76.72 | 76.16 | 75.97 | 75.67 | 56.45 | 76.77 | 57.10 | 75.39 | 57.37 | 76.48 | 55.97 | 54.92 | 76.10 | 55.24 | 57.01 | 55.79 |
| 518 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.46 | 58.45 | 75.26 | 58.20 | 73.92 | 77.38 | 75.16 | 56.97 | 91.53 | 57.61 | 76.20 | 57.44 | 74.88 | 73.93 | 58.47 | 68.84 | 75.96 | 68.21 | 75.43 | 70.33 | 56.42 | 55.57 | 56.02 | 56.16 | 56.33 | 56.19 |
| 519 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.00 | 57.32 | 74.74 | 75.18 | 74.49 | 57.22 | 75.50 | 58.48 | 75.83 | 75.80 | 76.50 | 76.84 | 76.01 | 75.97 | 57.12 | 75.85 | 57.75 | 75.49 | 56.45 | 56.32 | 76.32 | 57.60 | 56.53 | 56.19 | 56.92 | 56.60 |
| 532 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.89 | 90.53 | 87.36 | 93.95 | 93.46 | 91.33 | 91.60 | 90.62 | 93.01 | 94.00 | 92.87 | 92.06 | 85.30 | 93.46 | 93.35 | 92.15 | 75.39 | 93.05 | 91.58 | 93.40 | 94.03 | 94.46 | 92.90 | 77.29 | 74.60 | 93.03 |
| 533 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.47 | 88.91 | 92.94 | 91.44 | 89.87 | 90.81 | 92.86 | 88.96 | 92.99 | 94.20 | 92.71 | 90.86 | 92.72 | 93.52 | 73.42 | 93.09 | 92.55 | 91.80 | 93.73 | 92.54 | 94.43 | 88.38 | 93.87 | 75.31 | 92.62 | 92.55 |
| 534 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.51 | 91.80 | 89.85 | 89.46 | 74.66 | 88.43 | 95.64 | 93.73 | 92.69 | 90.90 | 92.77 | 91.63 | 91.66 | 94.14 | 92.67 | 94.61 | 95.08 | 93.71 | 93.06 | 92.72 | 90.91 | 71.23 | 94.03 | 73.89 | 71.77 | 89.73 |
| 535 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 92.92 | 91.89 | 88.98 | 91.74 | 90.07 | 92.11 | 94.88 | 91.24 | 93.67 | 93.05 | 93.88 | 92.94 | 93.03 | 93.78 | 74.69 | 91.15 | 94.21 | 73.70 | 90.52 | 75.49 | 93.95 | 91.57 | 92.41 | 74.97 | 92.18 |
| 548 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.03 | 92.79 | 93.49 | 94.28 | 92.94 | 88.51 | 91.35 | 92.39 | 94.17 | 91.73 | 85.27 | 86.36 | 93.46 | 92.22 | 91.28 | 93.81 | 90.53 | 89.63 | 93.24 | 90.72 | 93.81 | 93.78 | 91.17 | 74.72 | 93.93 | 93.68 |
| 549 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.98 | 88.80 | 94.48 | 91.85 | 90.00 | 92.54 | 91.06 | 86.92 | 91.93 | 93.35 | 92.98 | 93.26 | 93.04 | 94.11 | 91.40 | 93.18 | 94.84 | 93.51 | 92.50 | 93.66 | 84.77 | 93.76 | 93.93 | 94.89 | 94.13 | 92.71 |
| 550 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.10 | 94.94 | 88.43 | 91.80 | 93.66 | 92.35 | 91.99 | 94.37 | 94.49 | 93.11 | 92.25 | 90.29 | 91.19 | 94.81 | 93.11 | 91.18 | 93.04 | 93.21 | 91.77 | 92.37 | 93.85 | 92.10 | 94.19 | 93.47 | 93.77 | 93.12 |
| 551 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.45 | 93.77 | 93.24 | 93.12 | 91.85 | 90.02 | 89.41 | 92.58 | 89.82 | 93.47 | 92.58 | 93.20 | 94.07 | 93.17 | 89.16 | 75.30 | 92.02 | 93.68 | 92.36 | 91.91 | 94.81 | 93.61 | 94.02 | 72.98 | 92.11 | 75.49 |
| 564 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.24 | 92.84 | 74.26 | 91.57 | 93.22 | 91.50 | 90.98 | 93.16 | 92.56 | 92.02 | 92.16 | 91.78 | 92.96 | 93.74 | 91.82 | 92.56 | 94.44 | 92.53 | 92.31 | 91.08 | 94.24 | 77.89 | 90.77 | 91.97 | 74.56 | 94.17 |
| 565 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.52 | 94.17 | 93.04 | 92.29 | 93.17 | 91.59 | 89.45 | 91.97 | 94.70 | 93.76 | 92.18 | 91.23 | 91.70 | 93.10 | 93.45 | 93.40 | 92.83 | 88.85 | 93.27 | 91.83 | 93.33 | 94.23 | 93.56 | 77.11 | 90.49 | 91.82 |
| 566 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.93 | 92.12 | 91.81 | 90.66 | 88.55 | 92.48 | 90.45 | 93.14 | 92.14 | 91.73 | 92.91 | 91.92 | 93.46 | 91.89 | 90.82 | 91.43 | 91.91 | 92.03 | 91.08 | 93.42 | 93.59 | 92.58 | 93.24 | 93.06 | 91.71 | 93.44 |
| 567 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.66 | 91.11 | 93.90 | 91.10 | 90.77 | 92.79 | 91.65 | 92.73 | 93.94 | 94.00 | 91.00 | 92.60 | 93.95 | 91.06 | 91.55 | 74.35 | 90.21 | 89.88 | 93.15 | 92.08 | 93.91 | 93.53 | 93.45 | 75.05 | 93.06 | 73.94 |
| 580 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.70 | 58.72 | 59.07 | 59.95 | 59.97 | 57.40 | 75.49 | 58.53 | 76.44 | 74.98 | 50.90 | 56.75 | 74.12 | 57.99 | 57.74 | 76.19 | 57.66 | 75.59 | 76.57 | 56.87 | 58.78 | 57.73 | 57.46 | 58.26 | 58.99 | 57.57 |
| 581 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.99 | 58.83 | 74.25 | 59.43 | 74.61 | 76.25 | 74.37 | 58.64 | 75.39 | 51.29 | 76.43 | 76.57 | 74.44 | 58.33 | 59.06 | 74.22 | 58.69 | 76.11 | 57.45 | 57.78 | 57.05 | 57.08 | 57.23 | 57.84 | 58.40 | 56.94 |
| 582 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 50.37 | 59.56 | 73.99 | 74.78 | 73.55 | 57.91 | 74.51 | 59.40 | 75.72 | 75.56 | 75.48 | 57.08 | 58.26 | 74.01 | 59.43 | 74.91 | 75.78 | 58.72 | 76.22 | 76.22 | 58.06 | 57.81 | 57.81 | 57.57 | 57.51 | 57.94 |
| 583 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.37 | 58.87 | 74.90 | 58.56 | 74.03 | 76.87 | 58.38 | 57.48 | 50.56 | 75.72 | 69.86 | 76.15 | 75.71 | 57.49 | 57.66 | 75.47 | 55.90 | 75.06 | 76.85 | 55.88 | 56.13 | 57.05 | 56.78 | 57.32 | 55.90 | 56.35 |
| 596 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 75.09 | 74.60 | 58.88 | 58.41 | 58.70 | 76.51 | 76.27 | 57.34 | 75.60 | 75.67 | 77.49 | 76.94 | 76.27 | 57.48 | 56.66 | 75.99 | 56.86 | 57.80 | 76.88 | 76.33 | 57.50 | 55.86 | 50.20 | 56.48 | 57.19 | 56.67 |
| 597 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.63 | 74.78 | 74.16 | 57.74 | 74.92 | 76.02 | 74.18 | 57.77 | 75.35 | 49.70 | 76.83 | 77.10 | 68.11 | 56.82 | 57.18 | 75.86 | 56.97 | 75.34 | 76.60 | 77.17 | 56.26 | 56.02 | 56.25 | 56.34 | 50.37 | 56.10 |
| 598 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.03 | 74.69 | 57.62 | 74.88 | 59.69 | 76.80 | 73.92 | 75.52 | 68.05 | 75.60 | 89.56 | 56.95 | 75.49 | 74.97 | 58.74 | 76.20 | 58.08 | 74.79 | 77.47 | 49.50 | 57.33 | 56.09 | 56.71 | 57.18 | 57.10 | 56.43 |
| 599 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.99 | 58.51 | 75.03 | 58.05 | 74.81 | 75.67 | 75.15 | 74.43 | 75.91 | 57.84 | 76.51 | 57.04 | 75.06 | 74.74 | 58.24 | 69.51 | 57.32 | 74.95 | 57.35 | 56.54 | 56.44 | 57.36 | 56.46 | 57.85 | 56.01 | 56.11 |
| 612 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 75.06 | 57.77 | 74.33 | 74.80 | 75.63 | 75.99 | 76.19 | 76.07 | 76.29 | 57.51 | 76.33 | 56.38 | 76.38 | 56.69 | 75.61 | 75.42 | 76.60 | 76.12 | 76.69 | 76.10 | 57.03 | 56.26 | 56.52 | 56.93 | 56.32 | 57.04 |
| 613 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.57 | 59.32 | 74.41 | 59.62 | 74.24 | 75.29 | 74.71 | 76.07 | 75.90 | 75.65 | 75.91 | 76.20 | 77.01 | 76.92 | 57.88 | 68.68 | 75.58 | 75.82 | 76.90 | 56.35 | 56.98 | 55.94 | 74.37 | 56.93 | 56.67 | 56.36 |
| 614 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.57 | 75.12 | 75.08 | 57.85 | 75.05 | 56.86 | 75.54 | 58.00 | 74.65 | 75.65 | 75.62 | 69.23 | 76.60 | 57.62 | 57.44 | 69.18 | 58.57 | 74.86 | 56.96 | 76.37 | 57.07 | 57.08 | 56.41 | 56.94 | 57.31 | 56.05 |
| 615 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.68 | 75.09 | 59.67 | 58.02 | 74.89 | 76.09 | 76.34 | 57.85 | 57.50 | 75.26 | 77.04 | 56.71 | 75.03 | 74.54 | 74.48 | 76.32 | 57.41 | 75.53 | 75.96 | 56.65 | 56.12 | 55.96 | 75.80 | 56.80 | 76.94 | 56.50 |
| 628 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.25 | 50.07 | 75.01 | 58.38 | 58.39 | 76.51 | 73.94 | 57.66 | 74.81 | 58.29 | 57.53 | 50.00 | 76.78 | 56.47 | 58.35 | 75.76 | 49.42 | 56.53 | 55.41 | 55.27 | 56.09 | 57.24 | 56.91 | 55.59 | 56.53 | 56.53 |
| 629 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 75.00 | 58.78 | 74.77 | 58.39 | 58.36 | 75.97 | 74.67 | 57.44 | 74.98 | 57.92 | 76.46 | 76.34 | 76.43 | 75.49 | 58.38 | 75.98 | 57.33 | 75.53 | 68.08 | 56.85 | 56.94 | 57.79 | 58.20 | 58.24 | 57.63 | 56.85 |
| 630 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 58.01 | 59.07 | 74.66 | 58.00 | 75.19 | 76.11 | 88.77 | 74.34 | 57.49 | 74.74 | 50.58 | 58.24 | 76.11 | 75.06 | 58.46 | 76.35 | 58.35 | 75.35 | 57.59 | 56.51 | 58.03 | 57.37 | 56.62 | 57.72 | 57.49 | 57.47 |
| 631 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.13 | 59.15 | 75.46 | 57.03 | 57.52 | 75.47 | 75.70 | 75.47 | 57.23 | 75.43 | 76.84 | 76.58 | 75.24 | 50.74 | 57.58 | 75.40 | 58.03 | 75.48 | 77.34 | 55.73 | 55.60 | 56.08 | 56.06 | 56.60 | 56.75 | 55.66 |
| 644 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 75.01 | 74.93 | 88.62 | 58.49 | 74.61 | 75.96 | 75.74 | 57.80 | 75.57 | 75.39 | 56.45 | 76.71 | 76.58 | 76.70 | 58.38 | 75.33 | 57.66 | 57.61 | 76.89 | 55.63 | 56.37 | 57.25 | 56.66 | 56.58 | 57.64 | 57.08 |
| 645 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.97 | 58.66 | 74.65 | 75.18 | 58.47 | 76.02 | 74.75 | 58.49 | 75.73 | 75.65 | 50.00 | 56.63 | 74.93 | 76.12 | 57.72 | 75.21 | 57.11 | 75.98 | 75.73 | 56.99 | 56.46 | 56.76 | 56.43 | 56.74 | 56.65 | 55.95 |
| 646 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.85 | 74.30 | 74.49 | 75.51 | 75.40 | 76.20 | 75.18 | 74.74 | 76.02 | 57.87 | 75.82 | 56.62 | 75.77 | 57.46 | 58.96 | 76.56 | 75.45 | 74.72 | 76.12 | 76.76 | 57.77 | 56.19 | 75.73 | 57.11 | 56.78 | 57.78 |
| 647 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.37 | 75.10 | 57.54 | 58.79 | 58.59 | 75.71 | 74.95 | 75.32 | 76.25 | 76.15 | 56.73 | 69.67 | 75.69 | 57.10 | 58.22 | 76.46 | 58.53 | 75.76 | 76.48 | 57.03 | 54.83 | 56.50 | 76.21 | 56.42 | 56.52 | 57.03 |
| 660 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.03 | 59.04 | 75.16 | 75.46 | 68.35 | 76.37 | 74.46 | 57.86 | 75.65 | 75.69 | 75.21 | 58.64 | 76.65 | 75.58 | 58.02 | 75.75 | 57.56 | 75.58 | 75.61 | 57.11 | 57.20 | 56.43 | 55.48 | 55.80 | 55.39 | 56.23 |
| 661 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.94 | 58.05 | 75.01 | 58.79 | 74.73 | 56.79 | 76.05 | 58.31 | 76.37 | 75.72 | 56.49 | 76.66 | 75.67 | 57.76 | 57.49 | 69.72 | 56.99 | 75.07 | 75.73 | 77.17 | 56.76 | 56.02 | 56.58 | 56.99 | 56.70 | 55.80 |
| 662 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.61 | 58.01 | 75.28 | 58.79 | 74.77 | 76.03 | 75.82 | 75.57 | 75.88 | 75.65 | 76.94 | 57.01 | 75.02 | 56.44 | 59.35 | 76.29 | 75.67 | 89.62 | 56.51 | 57.37 | 56.05 | 55.87 | 56.98 | 57.16 | 56.83 | 56.92 |
| 663 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.93 | 75.09 | 74.76 | 59.01 | 59.01 | 75.21 | 74.81 | 57.97 | 75.08 | 74.77 | 75.61 | 57.49 | 68.32 | 57.77 | 74.74 | 91.29 | 56.87 | 75.79 | 75.55 | 57.80 | 56.63 | 57.70 | 75.50 | 56.47 | 57.30 | 56.19 |
| 676 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.95 | 92.52 | 90.50 | 92.11 | 72.98 | 90.44 | 91.60 | 89.65 | 89.99 | 92.51 | 91.77 | 90.42 | 91.80 | 91.50 | 89.50 | 90.13 | 89.68 | 91.28 | 92.32 | 92.20 | 90.94 | 91.63 | 93.18 | 90.00 | 91.17 | 92.53 |
| 677 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.14 | 89.93 | 93.50 | 91.83 | 94.07 | 91.61 | 92.28 | 90.83 | 92.94 | 92.12 | 92.72 | 92.52 | 92.36 | 92.59 | 92.14 | 93.10 | 94.21 | 93.29 | 91.39 | 92.93 | 93.39 | 91.83 | 93.49 | 92.99 | 91.63 | 92.89 |
| 678 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.17 | 91.66 | 90.54 | 91.56 | 93.27 | 92.46 | 90.66 | 92.76 | 92.25 | 92.83 | 91.06 | 92.40 | 93.32 | 90.82 | 91.10 | 93.13 | 92.53 | 94.06 | 91.73 | 87.12 | 92.25 | 93.84 | 93.41 | 92.84 | 92.98 | 90.96 |
| 679 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.55 | 92.66 | 91.87 | 91.31 | 92.22 | 91.37 | 91.15 | 92.27 | 90.66 | 91.46 | 92.36 | 89.15 | 89.95 | 91.72 | 92.00 | 90.88 | 90.29 | 91.40 | 92.55 | 93.17 | 90.85 | 92.08 | 92.51 | 92.31 | 90.65 | 89.43 |
| 692 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.86 | 90.37 | 92.54 | 91.82 | 91.19 | 90.21 | 91.11 | 89.63 | 90.66 | 91.90 | 91.65 | 91.26 | 89.59 | 91.62 | 90.38 | 91.20 | 91.99 | 91.19 | 92.66 | 91.81 | 92.37 | 92.17 | 94.02 | 91.85 | 92.47 | 89.82 |
| 693 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.20 | 92.84 | 92.21 | 90.15 | 91.24 | 92.05 | 91.60 | 89.53 | 91.71 | 91.62 | 92.62 | 91.25 | 91.95 | 92.31 | 90.99 | 91.98 | 91.95 | 92.00 | 92.80 | 92.90 | 92.89 | 93.78 | 91.71 | 90.76 | 93.16 | 89.52 |
| 694 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.92 | 91.11 | 91.31 | 92.86 | 91.86 | 89.60 | 93.26 | 91.84 | 92.87 | 92.26 | 90.10 | 89.83 | 91.98 | 90.06 | 91.10 | 91.16 | 92.65 | 93.22 | 91.67 | 93.05 | 92.79 | 91.58 | 90.68 | 91.22 | 92.71 | 91.69 |
| 695 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.90 | 91.45 | 92.27 | 89.73 | 95.51 | 91.55 | 91.25 | 90.30 | 91.58 | 92.39 | 91.48 | 89.43 | 90.87 | 90.95 | 90.48 | 91.62 | 92.07 | 90.60 | 92.48 | 91.79 | 92.96 | 92.10 | 92.37 | 91.71 | 92.34 | 91.52 |
| 708 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.87 | 92.07 | 93.36 | 91.81 | 93.37 | 90.64 | 92.59 | 90.97 | 91.53 | 92.68 | 94.04 | 89.97 | 92.59 | 92.85 | 93.40 | 93.12 | 93.10 | 92.68 | 93.05 | 91.46 | 92.89 | 91.94 | 94.45 | 93.91 | 92.92 | 93.32 |
| 709 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.59 | 93.89 | 92.44 | 93.23 | 92.72 | 90.67 | 92.49 | 92.05 | 92.13 | 93.90 | 93.02 | 90.19 | 91.41 | 93.68 | 91.06 | 92.08 | 92.89 | 92.52 | 90.19 | 91.89 | 92.60 | 92.49 | 94.06 | 92.24 | 92.04 | 92.99 |
| 710 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.19 | 92.51 | 92.81 | 90.68 | 91.14 | 89.85 | 90.93 | 91.75 | 92.56 | 92.15 | 91.49 | 89.30 | 90.99 | 91.50 | 90.11 | 91.95 | 91.40 | 92.53 | 94.47 | 90.69 | 93.94 | 92.63 | 93.98 | 92.14 | 92.23 | 90.79 |
| 711 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.24 | 93.62 | 92.23 | 93.59 | 93.05 | 91.69 | 92.31 | 90.17 | 93.04 | 93.34 | 92.74 | 91.70 | 91.31 | 93.62 | 91.05 | 91.70 | 94.08 | 93.55 | 92.72 | 92.69 | 92.48 | 93.99 | 93.67 | 91.66 | 94.05 | 92.28 |
| 724 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.59 | 58.28 | 74.69 | 58.63 | 58.45 | 76.64 | 74.20 | 50.02 | 49.54 | 58.15 | 57.10 | 69.37 | 66.12 | 58.23 | 58.11 | 75.57 | 57.94 | 74.72 | 75.41 | 70.51 | 56.15 | 56.29 | 76.76 | 56.95 | 76.81 | 57.66 |
| 725 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 61.19 | 58.87 | 58.76 | 58.96 | 69.50 | 57.96 | 50.42 | 58.35 | 74.46 | 67.65 | 57.70 | 69.13 | 74.62 | 57.30 | 59.14 | 67.61 | 68.15 | 74.33 | 70.65 | 75.90 | 76.93 | 57.16 | 76.49 | 56.69 | 57.56 | 57.58 |
| 726 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 56.36 | 57.30 | 57.31 | 57.05 | 57.29 | 77.01 | 75.45 | 56.49 | 75.59 | 74.31 | 71.11 | 55.87 | 75.63 | 70.15 | 57.34 | 75.70 | 55.81 | 55.14 | 77.21 | 54.29 | 54.85 | 55.56 | 76.25 | 55.01 | 68.45 | 55.57 |
| 727 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.95 | 58.58 | 57.62 | 58.34 | 58.76 | 55.68 | 75.30 | 57.83 | 74.69 | 56.58 | 54.76 | 76.67 | 74.37 | 57.84 | 57.18 | 75.76 | 57.31 | 69.08 | 67.86 | 76.40 | 56.02 | 55.76 | 56.88 | 56.42 | 56.66 | 56.29 |
| 740 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.95 | 58.20 | 57.92 | 58.20 | 70.01 | 57.11 | 74.70 | 57.40 | 57.85 | 67.56 | 76.56 | 70.09 | 74.83 | 56.70 | 57.70 | 74.92 | 69.05 | 68.57 | 69.06 | 55.72 | 46.49 | 56.33 | 56.25 | 56.16 | 56.49 | 55.19 |
| 741 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.50 | 58.60 | 68.29 | 58.76 | 58.28 | 58.18 | 58.53 | 57.45 | 67.92 | 57.63 | 69.10 | 70.75 | 68.62 | 57.53 | 58.14 | 75.25 | 45.14 | 57.53 | 75.76 | 75.71 | 47.92 | 44.76 | 46.55 | 56.65 | 56.59 | 56.62 |
| 742 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.24 | 58.05 | 57.28 | 58.83 | 58.27 | 76.44 | 74.60 | 67.49 | 58.06 | 75.21 | 56.68 | 56.21 | 76.32 | 57.29 | 57.99 | 74.92 | 57.84 | 58.01 | 72.91 | 70.38 | 56.63 | 56.31 | 77.11 | 45.33 | 55.82 | 55.89 |
| 743 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.81 | 75.65 | 58.05 | 58.84 | 57.60 | 75.06 | 74.43 | 57.91 | 57.55 | 58.19 | 76.36 | 70.02 | 74.44 | 44.75 | 58.60 | 58.77 | 46.43 | 75.09 | 75.91 | 55.65 | 57.38 | 56.35 | 57.10 | 57.04 | 58.26 | 55.63 |
| 756 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.36 | 58.62 | 59.01 | 58.82 | 58.42 | 59.06 | 66.62 | 57.61 | 68.71 | 58.65 | 58.25 | 58.13 | 68.90 | 58.57 | 59.18 | 52.45 | 57.65 | 68.80 | 75.42 | 56.82 | 45.97 | 57.75 | 57.21 | 56.73 | 46.03 | 57.31 |
| 757 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 58.79 | 57.71 | 69.56 | 58.57 | 58.14 | 76.22 | 75.62 | 46.77 | 57.27 | 47.08 | 76.22 | 57.11 | 75.14 | 58.45 | 58.72 | 75.69 | 57.76 | 70.20 | 75.86 | 57.10 | 56.61 | 56.49 | 56.78 | 56.67 | 57.78 | 57.29 |
| 758 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.31 | 58.34 | 57.62 | 58.28 | 68.41 | 67.73 | 69.71 | 58.95 | 68.94 | 56.94 | 57.70 | 57.73 | 56.80 | 58.46 | 58.02 | 68.70 | 57.84 | 68.48 | 75.92 | 70.33 | 56.60 | 57.03 | 76.12 | 56.32 | 55.61 | 46.84 |
| 759 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.53 | 59.44 | 57.77 | 59.01 | 58.77 | 75.89 | 58.62 | 58.49 | 57.58 | 57.55 | 57.91 | 75.91 | 75.46 | 58.65 | 57.78 | 68.30 | 58.01 | 58.03 | 57.69 | 56.07 | 44.01 | 57.03 | 54.66 | 56.70 | 56.42 | 56.12 |
| 772 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 59.25 | 56.71 | 68.49 | 58.46 | 58.77 | 75.36 | 73.97 | 58.95 | 75.58 | 57.19 | 69.73 | 70.42 | 73.97 | 75.35 | 59.01 | 75.63 | 57.54 | 67.93 | 76.30 | 75.87 | 56.18 | 56.79 | 77.16 | 56.74 | 56.41 | 55.94 |
| 773 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.48 | 67.60 | 57.40 | 58.20 | 57.09 | 68.10 | 75.11 | 56.91 | 56.33 | 55.90 | 76.74 | 70.00 | 76.47 | 75.48 | 57.04 | 75.41 | 56.94 | 74.68 | 69.95 | 55.80 | 57.75 | 56.44 | 45.55 | 55.73 | 57.28 | 55.57 |
| 774 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.23 | 57.50 | 69.19 | 58.54 | 57.65 | 56.84 | 75.19 | 57.21 | 67.04 | 58.11 | 58.33 | 69.03 | 74.48 | 58.16 | 57.94 | 75.87 | 57.38 | 68.47 | 75.24 | 76.90 | 56.91 | 56.85 | 57.29 | 55.41 | 56.44 | 56.41 |
| 775 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 56.43 | 57.39 | 57.01 | 56.92 | 56.01 | 69.55 | 74.72 | 54.54 | 55.96 | 53.20 | 85.06 | 77.14 | 74.93 | 56.30 | 53.43 | 69.84 | 68.92 | 68.89 | 76.39 | 53.80 | 53.25 | 54.89 | 76.62 | 55.06 | 43.79 | 54.28 |
| 788 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 67.70 | 58.20 | 74.86 | 59.49 | 57.37 | 57.81 | 68.18 | 58.58 | 67.39 | 47.53 | 75.70 | 75.85 | 75.21 | 59.67 | 74.63 | 57.70 | 68.01 | 74.69 | 75.43 | 76.98 | 57.91 | 56.18 | 56.48 | 57.82 | 75.54 | 57.42 |
| 789 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.52 | 58.89 | 68.69 | 59.78 | 58.60 | 69.27 | 74.39 | 59.06 | 74.17 | 58.40 | 76.40 | 58.69 | 74.33 | 68.73 | 59.12 | 56.44 | 46.24 | 70.12 | 57.23 | 76.16 | 47.01 | 46.08 | 75.87 | 57.63 | 58.80 | 56.56 |
| 790 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 50.37 | 58.56 | 59.01 | 59.21 | 58.77 | 75.33 | 68.53 | 57.84 | 57.82 | 57.68 | 75.08 | 55.51 | 70.19 | 69.12 | 58.54 | 69.24 | 56.85 | 68.32 | 76.34 | 56.85 | 58.49 | 56.31 | 75.24 | 57.21 | 56.54 | 56.13 |
| 791 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.08 | 68.15 | 57.80 | 57.60 | 57.72 | 57.04 | 73.92 | 56.94 | 57.51 | 55.68 | 57.30 | 56.76 | 74.16 | 55.13 | 58.47 | 55.60 | 48.56 | 69.69 | 76.69 | 70.84 | 56.13 | 43.75 | 46.99 | 57.74 | 56.98 | 54.99 |
| 804 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 57.60 | 57.85 | 58.20 | 58.71 | 58.51 | 69.88 | 75.09 | 57.49 | 57.15 | 69.43 | 56.85 | 57.35 | 67.66 | 47.45 | 58.65 | 55.51 | 57.90 | 73.87 | 57.50 | 56.34 | 55.59 | 57.05 | 76.22 | 56.28 | 56.47 | 56.42 |
| 805 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.02 | 59.22 | 75.40 | 58.56 | 57.92 | 55.30 | 57.07 | 58.22 | 58.01 | 57.57 | 58.00 | 57.87 | 68.88 | 57.77 | 57.89 | 69.38 | 58.00 | 56.97 | 56.93 | 76.52 | 56.24 | 55.64 | 75.66 | 56.34 | 56.11 | 57.75 |
| 806 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 60.39 | 54.34 | 58.19 | 58.85 | 59.06 | 58.00 | 59.01 | 68.91 | 75.47 | 58.05 | 75.36 | 75.40 | 74.47 | 69.28 | 58.79 | 69.03 | 57.89 | 74.81 | 70.45 | 75.26 | 57.91 | 57.80 | 47.31 | 57.54 | 45.78 | 56.26 |
| 807 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.61 | 57.41 | 58.93 | 59.26 | 58.85 | 56.78 | 68.35 | 67.16 | 57.58 | 68.93 | 56.85 | 76.18 | 75.42 | 56.69 | 58.30 | 75.09 | 57.72 | 53.25 | 76.63 | 71.14 | 56.92 | 58.50 | 75.97 | 56.56 | 43.39 | 56.60 |
| 820 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 89.65 | 93.37 | 93.01 | 91.20 | 90.50 | 90.01 | 92.18 | 90.52 | 92.74 | 91.27 | 90.24 | 91.99 | 92.44 | 90.42 | 92.14 | 90.96 | 92.94 | 91.96 | 90.36 | 91.20 | 92.50 | 91.46 | 92.45 | 92.12 | 92.58 |
| 821 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.08 | 93.16 | 92.14 | 91.84 | 90.93 | 90.55 | 91.01 | 91.54 | 90.09 | 90.33 | 93.92 | 88.18 | 90.85 | 91.21 | 91.57 | 87.73 | 89.22 | 90.23 | 93.17 | 90.76 | 92.28 | 91.45 | 91.44 | 90.64 | 90.79 | 90.11 |
| 822 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.95 | 91.39 | 89.84 | 91.76 | 93.37 | 91.85 | 91.90 | 90.62 | 93.46 | 92.27 | 92.82 | 89.22 | 93.00 | 90.62 | 90.18 | 89.74 | 90.59 | 92.88 | 91.62 | 90.80 | 90.97 | 93.07 | 91.00 | 75.10 | 91.98 | 91.18 |
| 823 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.89 | 92.24 | 92.08 | 92.06 | 92.71 | 90.55 | 90.60 | 91.95 | 91.04 | 92.14 | 92.50 | 91.33 | 92.68 | 92.09 | 91.72 | 91.65 | 92.00 | 92.45 | 91.43 | 89.89 | 92.38 | 91.71 | 91.99 | 91.79 | 92.03 | 89.11 |
| 836 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.62 | 91.49 | 93.06 | 90.01 | 90.61 | 91.15 | 92.38 | 91.81 | 91.43 | 90.26 | 92.76 | 91.52 | 92.00 | 93.01 | 91.52 | 91.67 | 90.13 | 90.60 | 92.95 | 89.49 | 92.37 | 93.39 | 90.86 | 90.27 | 91.64 | 91.20 |
| 837 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.28 | 91.14 | 92.05 | 92.18 | 93.17 | 90.15 | 88.48 | 89.84 | 91.94 | 90.59 | 89.71 | 93.14 | 92.68 | 92.66 | 92.21 | 92.41 | 94.76 | 91.87 | 92.79 | 90.95 | 94.37 | 92.66 | 91.93 | 92.63 | 91.49 | 91.20 |
| 838 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.49 | 92.34 | 91.40 | 92.78 | 92.67 | 91.98 | 88.27 | 91.89 | 89.87 | 91.81 | 93.42 | 90.98 | 91.51 | 92.40 | 91.82 | 93.62 | 91.55 | 92.38 | 90.43 | 91.39 | 92.98 | 90.89 | 90.79 | 93.42 | 90.64 | 89.95 |
| 839 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.57 | 92.50 | 92.86 | 91.27 | 92.28 | 89.81 | 93.37 | 91.63 | 92.07 | 92.29 | 91.01 | 91.61 | 91.89 | 91.69 | 92.32 | 92.12 | 91.61 | 91.69 | 91.27 | 89.99 | 91.82 | 91.64 | 92.76 | 91.90 | 92.32 | 91.03 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 820 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.08 | 89.50 | 88.91 | 90.29 | 89.43 | 88.21 | 89.17 | 89.24 | 89.77 | 88.66 | 90.54 | 90.82 | 88.91 | 89.49 | 88.46 | 90.14 | 90.60 | 90.94 | 91.19 | 90.69 | 87.35 | 89.92 | 88.68 | 88.97 | 89.06 | 89.50 |
| 821 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.49 | 90.42 | 89.03 | 89.52 | 89.51 | 90.21 | 89.71 | 91.20 | 90.70 | 89.58 | 91.12 | 90.34 | 89.88 | 89.62 | 89.70 | 90.41 | 89.02 | 89.30 | 90.74 | 89.42 | 87.55 | 90.42 | 88.47 | 89.95 | 88.29 | 87.83 |
| 822 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.37 | 89.54 | 88.25 | 89.26 | 89.72 | 90.02 | 89.28 | 89.64 | 89.64 | 88.36 | 91.69 | 89.49 | 90.17 | 88.07 | 89.43 | 89.40 | 89.05 | 89.89 | 90.87 | 90.75 | 89.22 | 90.42 | 88.35 | 76.53 | 90.18 | 87.17 |
| 823 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.98 | 90.33 | 88.84 | 90.41 | 89.24 | 89.86 | 90.42 | 89.33 | 89.25 | 89.45 | 90.12 | 90.77 | 89.83 | 89.45 | 90.72 | 88.42 | 89.63 | 91.17 | 89.84 | 90.10 | 89.22 | 89.34 | 89.18 | 89.08 | 90.07 | 88.91 |
| 676 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.66 | 89.28 | 89.86 | 89.36 | 77.09 | 90.27 | 89.81 | 89.56 | 89.45 | 89.17 | 88.66 | 90.71 | 91.33 | 90.54 | 88.79 | 89.33 | 88.63 | 89.05 | 89.99 | 91.79 | 89.07 | 89.74 | 89.57 | 88.99 | 90.23 | 89.80 |
| 677 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.92 | 89.60 | 88.71 | 90.33 | 89.27 | 88.99 | 87.93 | 89.60 | 88.68 | 87.79 | 90.47 | 88.17 | 90.58 | 89.01 | 90.03 | 90.02 | 89.25 | 90.17 | 89.45 | 92.06 | 89.31 | 90.06 | 89.10 | 87.81 | 89.87 | 88.81 |
| 678 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.36 | 90.72 | 88.19 | 89.41 | 90.73 | 89.52 | 87.79 | 89.82 | 88.63 | 88.22 | 88.83 | 89.03 | 89.42 | 89.67 | 89.38 | 89.59 | 89.50 | 89.88 | 90.97 | 89.11 | 86.51 | 91.03 | 88.74 | 90.15 | 89.13 | 89.87 |
| 679 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.91 | 88.72 | 87.53 | 90.31 | 88.64 | 90.00 | 87.50 | 92.03 | 90.50 | 89.23 | 90.84 | 89.09 | 89.28 | 89.89 | 89.36 | 91.04 | 89.06 | 89.54 | 90.24 | 91.15 | 88.53 | 89.93 | 89.11 | 88.17 | 90.20 | 87.61 |
| 836 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.76 | 89.86 | 89.29 | 89.29 | 89.00 | 90.76 | 89.66 | 90.63 | 90.15 | 88.80 | 89.43 | 89.00 | 89.17 | 89.28 | 90.16 | 88.88 | 89.75 | 88.35 | 88.86 | 91.11 | 89.60 | 88.83 | 89.96 | 88.80 | 88.98 | 89.17 |
| 837 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.37 | 89.93 | 87.54 | 89.24 | 88.40 | 90.26 | 87.15 | 89.00 | 90.05 | 89.47 | 86.98 | 91.35 | 89.32 | 89.71 | 90.15 | 89.39 | 90.01 | 89.67 | 92.72 | 90.66 | 87.94 | 90.64 | 88.78 | 89.27 | 88.65 | 89.74 |
| 692 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.01 | 89.92 | 89.50 | 89.49 | 88.58 | 89.67 | 90.60 | 89.40 | 88.93 | 88.61 | 90.42 | 92.04 | 88.03 | 88.47 | 89.03 | 89.58 | 88.77 | 89.75 | 90.95 | 91.51 | 88.71 | 88.91 | 89.39 | 89.71 | 87.73 | 90.12 |
| 693 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.03 | 89.30 | 89.92 | 89.95 | 89.30 | 90.77 | 88.47 | 89.29 | 87.90 | 87.21 | 90.84 | 90.25 | 88.65 | 89.85 | 87.86 | 89.17 | 89.13 | 90.11 | 91.02 | 90.32 | 89.84 | 89.52 | 89.60 | 89.33 | 89.75 | 88.30 |
| 694 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.72 | 90.05 | 88.15 | 89.86 | 88.67 | 88.94 | 89.81 | 88.89 | 88.81 | 89.99 | 89.40 | 89.46 | 89.23 | 87.86 | 90.53 | 89.19 | 89.89 | 89.73 | 90.14 | 91.06 | 89.41 | 90.55 | 89.11 | 90.06 | 88.35 | 89.20 |
| 695 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.82 | 90.79 | 88.52 | 86.82 | 89.79 | 89.73 | 88.85 | 90.94 | 89.31 | 90.61 | 88.65 | 91.17 | 89.11 | 89.12 | 88.93 | 89.33 | 87.96 | 89.86 | 88.92 | 90.96 | 88.70 | 90.08 | 89.63 | 89.76 | 89.42 | 90.06 |
| 708 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 89.75 | 89.69 | 87.83 | 89.81 | 89.76 | 89.87 | 89.05 | 88.09 | 89.15 | 88.75 | 90.67 | 89.05 | 89.93 | 90.47 | 89.24 | 90.33 | 90.75 | 91.27 | 90.04 | 89.28 | 88.83 | 88.76 | 90.01 | 89.85 | 89.41 |
| 709 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.78 | 92.10 | 88.95 | 89.58 | 88.62 | 90.78 | 87.81 | 90.89 | 89.46 | 91.12 | 89.62 | 91.06 | 90.41 | 89.24 | 88.61 | 90.96 | 89.32 | 89.75 | 90.03 | 88.88 | 88.81 | 89.06 | 89.17 | 89.04 | 89.89 | 88.95 |
| 711 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.78 | 89.53 | 88.61 | 88.67 | 89.85 | 89.84 | 89.11 | 89.69 | 89.36 | 89.22 | 91.00 | 89.80 | 89.86 | 88.37 | 89.76 | 89.37 | 90.97 | 90.91 | 91.94 | 89.91 | 88.44 | 89.87 | 89.27 | 89.22 | 89.05 | 88.49 |
Size of the All data: (116, 29)
Size of the Sig data: (17, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 89.65 | 93.37 | 93.01 | 91.20 | 90.50 | 90.01 | 92.18 | 90.52 | 92.74 | 91.27 | 90.24 | 91.99 | 92.44 | 90.42 | 92.14 | 90.96 | 92.94 | 91.96 | 90.36 | 91.20 | 92.50 | 91.46 | 92.45 | 92.12 | 92.58 |
| 1 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.08 | 93.16 | 92.14 | 91.84 | 90.93 | 90.55 | 91.01 | 91.54 | 90.09 | 90.33 | 93.92 | 88.18 | 90.85 | 91.21 | 91.57 | 87.73 | 89.22 | 90.23 | 93.17 | 90.76 | 92.28 | 91.45 | 91.44 | 90.64 | 90.79 | 90.11 |
| 16 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.95 | 91.39 | 89.84 | 91.76 | 93.37 | 91.85 | 91.90 | 90.62 | 93.46 | 92.27 | 92.82 | 89.22 | 93.00 | 90.62 | 90.18 | 89.74 | 90.59 | 92.88 | 91.62 | 90.80 | 90.97 | 93.07 | 91.00 | 75.10 | 91.98 | 91.18 |
| 0 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.89 | 92.24 | 92.08 | 92.06 | 92.71 | 90.55 | 90.60 | 91.95 | 91.04 | 92.14 | 92.50 | 91.33 | 92.68 | 92.09 | 91.72 | 91.65 | 92.00 | 92.45 | 91.43 | 89.89 | 92.38 | 91.71 | 91.99 | 91.79 | 92.03 | 89.11 |
| 15 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.95 | 92.52 | 90.50 | 92.11 | 72.98 | 90.44 | 91.60 | 89.65 | 89.99 | 92.51 | 91.77 | 90.42 | 91.80 | 91.50 | 89.50 | 90.13 | 89.68 | 91.28 | 92.32 | 92.20 | 90.94 | 91.63 | 93.18 | 90.00 | 91.17 | 92.53 |
| 13 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.14 | 89.93 | 93.50 | 91.83 | 94.07 | 91.61 | 92.28 | 90.83 | 92.94 | 92.12 | 92.72 | 92.52 | 92.36 | 92.59 | 92.14 | 93.10 | 94.21 | 93.29 | 91.39 | 92.93 | 93.39 | 91.83 | 93.49 | 92.99 | 91.63 | 92.89 |
| 14 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.17 | 91.66 | 90.54 | 91.56 | 93.27 | 92.46 | 90.66 | 92.76 | 92.25 | 92.83 | 91.06 | 92.40 | 93.32 | 90.82 | 91.10 | 93.13 | 92.53 | 94.06 | 91.73 | 87.12 | 92.25 | 93.84 | 93.41 | 92.84 | 92.98 | 90.96 |
| 8 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.55 | 92.66 | 91.87 | 91.31 | 92.22 | 91.37 | 91.15 | 92.27 | 90.66 | 91.46 | 92.36 | 89.15 | 89.95 | 91.72 | 92.00 | 90.88 | 90.29 | 91.40 | 92.55 | 93.17 | 90.85 | 92.08 | 92.51 | 92.31 | 90.65 | 89.43 |
| 7 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.62 | 91.49 | 93.06 | 90.01 | 90.61 | 91.15 | 92.38 | 91.81 | 91.43 | 90.26 | 92.76 | 91.52 | 92.00 | 93.01 | 91.52 | 91.67 | 90.13 | 90.60 | 92.95 | 89.49 | 92.37 | 93.39 | 90.86 | 90.27 | 91.64 | 91.20 |
| 9 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.28 | 91.14 | 92.05 | 92.18 | 93.17 | 90.15 | 88.48 | 89.84 | 91.94 | 90.59 | 89.71 | 93.14 | 92.68 | 92.66 | 92.21 | 92.41 | 94.76 | 91.87 | 92.79 | 90.95 | 94.37 | 92.66 | 91.93 | 92.63 | 91.49 | 91.20 |
| 6 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.86 | 90.37 | 92.54 | 91.82 | 91.19 | 90.21 | 91.11 | 89.63 | 90.66 | 91.90 | 91.65 | 91.26 | 89.59 | 91.62 | 90.38 | 91.20 | 91.99 | 91.19 | 92.66 | 91.81 | 92.37 | 92.17 | 94.02 | 91.85 | 92.47 | 89.82 |
| 12 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.20 | 92.84 | 92.21 | 90.15 | 91.24 | 92.05 | 91.60 | 89.53 | 91.71 | 91.62 | 92.62 | 91.25 | 91.95 | 92.31 | 90.99 | 91.98 | 91.95 | 92.00 | 92.80 | 92.90 | 92.89 | 93.78 | 91.71 | 90.76 | 93.16 | 89.52 |
| 10 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.92 | 91.11 | 91.31 | 92.86 | 91.86 | 89.60 | 93.26 | 91.84 | 92.87 | 92.26 | 90.10 | 89.83 | 91.98 | 90.06 | 91.10 | 91.16 | 92.65 | 93.22 | 91.67 | 93.05 | 92.79 | 91.58 | 90.68 | 91.22 | 92.71 | 91.69 |
| 11 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.90 | 91.45 | 92.27 | 89.73 | 95.51 | 91.55 | 91.25 | 90.30 | 91.58 | 92.39 | 91.48 | 89.43 | 90.87 | 90.95 | 90.48 | 91.62 | 92.07 | 90.60 | 92.48 | 91.79 | 92.96 | 92.10 | 92.37 | 91.71 | 92.34 | 91.52 |
| 5 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.87 | 92.07 | 93.36 | 91.81 | 93.37 | 90.64 | 92.59 | 90.97 | 91.53 | 92.68 | 94.04 | 89.97 | 92.59 | 92.85 | 93.40 | 93.12 | 93.10 | 92.68 | 93.05 | 91.46 | 92.89 | 91.94 | 94.45 | 93.91 | 92.92 | 93.32 |
| 2 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.59 | 93.89 | 92.44 | 93.23 | 92.72 | 90.67 | 92.49 | 92.05 | 92.13 | 93.90 | 93.02 | 90.19 | 91.41 | 93.68 | 91.06 | 92.08 | 92.89 | 92.52 | 90.19 | 91.89 | 92.60 | 92.49 | 94.06 | 92.24 | 92.04 | 92.99 |
| 3 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.24 | 93.62 | 92.23 | 93.59 | 93.05 | 91.69 | 92.31 | 90.17 | 93.04 | 93.34 | 92.74 | 91.70 | 91.31 | 93.62 | 91.05 | 91.70 | 94.08 | 93.55 | 92.72 | 92.69 | 92.48 | 93.99 | 93.67 | 91.66 | 94.05 | 92.28 |
Size of the test data: (17, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 821 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.59 | 2.74 | 3.11 | 2.32 | 1.42 | 0.34 | 1.30 | 0.34 | -0.61 | 0.75 | 2.80 | -2.16 | 0.97 | 1.59 | 1.87 | -2.68 | 0.20 | 0.93 | 2.43 | 1.34 | 4.73 | 1.03 | 2.97 | 0.69 | 2.50 | 2.28 | 3 |
| 820 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.30 | 0.15 | 4.46 | 2.72 | 1.77 | 2.29 | 0.84 | 2.94 | 0.75 | 4.08 | 0.73 | -0.58 | 3.08 | 2.95 | 1.96 | 2.00 | 0.36 | 2.00 | 0.77 | -0.33 | 3.85 | 2.58 | 2.78 | 3.48 | 3.06 | 3.08 | 2 |
| 822 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.58 | 1.85 | 1.59 | 2.50 | 3.65 | 1.83 | 2.62 | 0.98 | 3.82 | 3.91 | 1.13 | -0.27 | 2.83 | 2.55 | 0.75 | 0.34 | 1.54 | 2.99 | 0.75 | 0.05 | 1.75 | 2.65 | 2.65 | -1.43 | 1.80 | 4.01 | 2 |
| 709 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.81 | 1.79 | 3.49 | 3.65 | 4.10 | -0.11 | 4.68 | 1.16 | 2.67 | 2.78 | 3.40 | -0.87 | 1.00 | 4.44 | 2.45 | 1.12 | 3.57 | 2.77 | 0.16 | 3.01 | 3.79 | 3.43 | 4.89 | 3.20 | 2.15 | 4.04 | 2 |
| 676 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.29 | 3.24 | 0.64 | 2.75 | -4.11 | 0.17 | 1.79 | 0.09 | 0.54 | 3.34 | 3.11 | -0.29 | 0.47 | 0.96 | 0.71 | 0.80 | 1.05 | 2.23 | 2.33 | 0.41 | 1.87 | 1.89 | 3.61 | 1.01 | 0.94 | 2.73 | 2 |
| 695 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.08 | 0.66 | 3.75 | 2.91 | 5.72 | 1.82 | 2.40 | -0.64 | 2.27 | 1.78 | 2.83 | -1.74 | 1.76 | 1.83 | 1.55 | 2.29 | 4.11 | 0.74 | 3.56 | 0.83 | 4.26 | 2.02 | 2.74 | 1.95 | 2.92 | 1.46 | 2 |
| 692 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.85 | 0.45 | 3.04 | 2.33 | 2.61 | 0.54 | 0.51 | 0.23 | 1.73 | 3.29 | 1.23 | -0.78 | 1.56 | 3.15 | 1.35 | 1.62 | 3.22 | 1.44 | 1.71 | 0.30 | 3.66 | 3.26 | 4.63 | 2.14 | 4.74 | -0.30 | 2 |
| 837 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.91 | 1.21 | 4.51 | 2.94 | 4.77 | -0.11 | 1.33 | 0.84 | 1.89 | 1.12 | 2.73 | 1.79 | 3.36 | 2.95 | 2.06 | 3.02 | 4.75 | 2.20 | 0.07 | 0.29 | 6.43 | 2.02 | 3.15 | 3.36 | 2.84 | 1.46 | 1 |
| 708 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.22 | 2.32 | 3.67 | 3.98 | 3.56 | 0.88 | 2.72 | 1.92 | 3.44 | 3.53 | 5.29 | -0.70 | 3.54 | 2.92 | 2.93 | 3.88 | 2.77 | 1.93 | 1.78 | 1.42 | 3.61 | 3.11 | 5.69 | 3.90 | 3.07 | 3.91 | 1 |
| 836 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.86 | 1.63 | 3.77 | 0.72 | 1.61 | 0.39 | 2.72 | 1.18 | 1.28 | 1.46 | 3.33 | 2.52 | 2.83 | 3.73 | 1.36 | 2.79 | 0.38 | 2.25 | 4.09 | -1.62 | 2.77 | 4.56 | 0.90 | 1.47 | 2.66 | 2.03 | 1 |
| 679 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.64 | 3.94 | 4.34 | 1.00 | 3.58 | 1.37 | 3.65 | 0.24 | 0.16 | 2.23 | 1.52 | 0.06 | 0.67 | 1.83 | 2.64 | -0.16 | 1.23 | 1.86 | 2.31 | 2.02 | 2.32 | 2.15 | 3.40 | 4.14 | 0.45 | 1.82 | 1 |
| 678 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | 0.94 | 2.35 | 2.15 | 2.54 | 2.94 | 2.87 | 2.94 | 3.62 | 4.61 | 2.23 | 3.37 | 3.90 | 1.15 | 1.72 | 3.54 | 3.03 | 4.18 | 0.76 | -1.99 | 5.74 | 2.81 | 4.67 | 2.69 | 3.85 | 1.09 | 1 |
| 823 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.91 | 1.91 | 3.24 | 1.65 | 3.47 | 0.69 | 0.18 | 2.62 | 1.79 | 2.69 | 2.38 | 0.56 | 2.85 | 2.64 | 1.00 | 3.23 | 2.37 | 1.28 | 1.59 | -0.21 | 3.16 | 2.37 | 2.81 | 2.71 | 1.96 | 0.20 | 1 |
| 693 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.17 | 3.54 | 2.29 | 0.20 | 1.94 | 1.28 | 3.13 | 0.24 | 3.81 | 4.41 | 1.78 | 1.00 | 3.30 | 2.46 | 3.13 | 2.81 | 2.82 | 1.89 | 1.78 | 2.58 | 3.05 | 4.26 | 2.11 | 1.43 | 3.41 | 1.22 | 0 |
| 694 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.20 | 1.06 | 3.16 | 3.00 | 3.19 | 0.66 | 3.45 | 2.95 | 4.06 | 2.27 | 0.70 | 0.37 | 2.75 | 2.20 | 0.57 | 1.97 | 2.76 | 3.49 | 1.53 | 1.99 | 3.38 | 1.03 | 1.57 | 1.16 | 4.36 | 2.49 | 0 |
| 677 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.22 | 0.33 | 4.79 | 1.50 | 4.80 | 2.62 | 4.35 | 1.23 | 4.26 | 4.33 | 2.25 | 4.35 | 1.78 | 3.58 | 2.11 | 3.08 | 4.96 | 3.12 | 1.94 | 0.87 | 4.08 | 1.77 | 4.39 | 5.18 | 1.76 | 4.08 | 0 |
| 711 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.46 | 4.09 | 3.62 | 4.92 | 3.20 | 1.85 | 3.20 | 0.48 | 3.68 | 4.12 | 1.74 | 1.90 | 1.45 | 5.25 | 1.29 | 2.33 | 3.11 | 2.64 | 0.78 | 2.78 | 4.04 | 4.12 | 4.40 | 2.44 | 5.00 | 3.79 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_20 | 90.560000 | 0.900542 |
| mAP_valid_abs_values_19 | 90.537647 | 1.010492 |
| mAP_valid_abs_values_12 | 90.189412 | 1.029948 |
| mAP_valid_abs_values_2 | 89.961176 | 0.766379 |
| mAP_valid_abs_values_18 | 89.930588 | 0.719448 |
| mAP_valid_abs_values_8 | 89.894118 | 0.904151 |
| mAP_valid_abs_values_6 | 89.858235 | 0.683970 |
| mAP_valid_abs_values_11 | 89.844706 | 1.207120 |
| mAP_valid_abs_values_22 | 89.832353 | 0.672184 |
| mAP_valid_abs_values_16 | 89.615294 | 0.694623 |
| mAP_valid_abs_values_13 | 89.542941 | 0.790528 |
| mAP_valid_abs_values_15 | 89.492353 | 0.805757 |
| mAP_valid_abs_values_17 | 89.462941 | 0.751987 |
| mAP_valid_abs_values_4 | 89.389412 | 0.928221 |
| mAP_valid_abs_values_25 | 89.335294 | 0.761365 |
| mAP_valid_abs_values_9 | 89.334118 | 0.778236 |
| mAP_valid_abs_values_14 | 89.268824 | 0.720042 |
| mAP_valid_abs_values_23 | 89.110000 | 0.440000 |
| mAP_valid_abs_values_10 | 89.096471 | 0.962250 |
| mAP_valid_abs_values_26 | 88.996471 | 0.875214 |
| mAP_valid_abs_values_7 | 88.996471 | 1.051944 |
| mAP_valid_abs_values_3 | 88.793529 | 0.724948 |
| mAP_valid_abs_values_21 | 88.675882 | 0.888025 |
| mAP_valid_abs_values_5 | 88.567647 | 3.018372 |
| mAP_valid_abs_values_24 | 88.520588 | 3.156623 |
| mAP_valid_abs_values | 88.511176 | 0.766770 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.484118 | 1.221296 |
| mAP_test_abs_values_22 | 92.482941 | 0.841485 |
| mAP_test_abs_values_21 | 92.351765 | 0.931123 |
| mAP_test_abs_values_19 | 92.204706 | 0.783255 |
| mAP_test_abs_values_18 | 92.162353 | 1.133250 |
| mAP_test_abs_values_11 | 92.149412 | 1.180712 |
| mAP_test_abs_values_25 | 92.127647 | 0.881685 |
| mAP_test_abs_values_10 | 92.078824 | 0.994867 |
| mAP_test_abs_values_3 | 92.077059 | 1.037514 |
| mAP_test_abs_values_14 | 91.985294 | 1.046632 |
| mAP_test_abs_values_17 | 91.947059 | 1.622016 |
| mAP_test_abs_values | 91.917059 | 1.131463 |
| mAP_test_abs_values_2 | 91.834706 | 1.214445 |
| mAP_test_abs_values_4 | 91.815294 | 1.079775 |
| mAP_test_abs_values_13 | 91.784118 | 1.025604 |
| average_map | 91.725747 | 0.584834 |
| mAP_test_abs_values_9 | 91.637647 | 1.057778 |
| mAP_test_abs_values_16 | 91.496471 | 1.358510 |
| mAP_test_abs_values_7 | 91.451765 | 1.142323 |
| mAP_test_abs_values_5 | 91.380588 | 4.909954 |
| mAP_test_abs_values_20 | 91.368235 | 1.573163 |
| mAP_test_abs_values_26 | 91.313529 | 1.346096 |
| mAP_test_abs_values_15 | 91.224706 | 0.925973 |
| mAP_test_abs_values_8 | 91.055294 | 1.068534 |
| mAP_test_abs_values_6 | 91.002353 | 0.781837 |
| mAP_test_abs_values_24 | 90.845294 | 4.185427 |
| mAP_test_abs_values_12 | 90.691176 | 1.351762 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 820 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.08 | 89.50 | 88.91 | 90.29 | 89.43 | 88.21 | 89.17 | 89.24 | 89.77 | 88.66 | 90.54 | 90.82 | 88.91 | 89.49 | 88.46 | 90.14 | 90.60 | 90.94 | 91.19 | 90.69 | 87.35 | 89.92 | 88.68 | 88.97 | 89.06 | 89.50 |
| 821 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.49 | 90.42 | 89.03 | 89.52 | 89.51 | 90.21 | 89.71 | 91.20 | 90.70 | 89.58 | 91.12 | 90.34 | 89.88 | 89.62 | 89.70 | 90.41 | 89.02 | 89.30 | 90.74 | 89.42 | 87.55 | 90.42 | 88.47 | 89.95 | 88.29 | 87.83 |
| 822 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.37 | 89.54 | 88.25 | 89.26 | 89.72 | 90.02 | 89.28 | 89.64 | 89.64 | 88.36 | 91.69 | 89.49 | 90.17 | 88.07 | 89.43 | 89.40 | 89.05 | 89.89 | 90.87 | 90.75 | 89.22 | 90.42 | 88.35 | 76.53 | 90.18 | 87.17 |
| 823 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.98 | 90.33 | 88.84 | 90.41 | 89.24 | 89.86 | 90.42 | 89.33 | 89.25 | 89.45 | 90.12 | 90.77 | 89.83 | 89.45 | 90.72 | 88.42 | 89.63 | 91.17 | 89.84 | 90.10 | 89.22 | 89.34 | 89.18 | 89.08 | 90.07 | 88.91 |
| 676 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.66 | 89.28 | 89.86 | 89.36 | 77.09 | 90.27 | 89.81 | 89.56 | 89.45 | 89.17 | 88.66 | 90.71 | 91.33 | 90.54 | 88.79 | 89.33 | 88.63 | 89.05 | 89.99 | 91.79 | 89.07 | 89.74 | 89.57 | 88.99 | 90.23 | 89.80 |
| 677 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.92 | 89.60 | 88.71 | 90.33 | 89.27 | 88.99 | 87.93 | 89.60 | 88.68 | 87.79 | 90.47 | 88.17 | 90.58 | 89.01 | 90.03 | 90.02 | 89.25 | 90.17 | 89.45 | 92.06 | 89.31 | 90.06 | 89.10 | 87.81 | 89.87 | 88.81 |
| 678 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.36 | 90.72 | 88.19 | 89.41 | 90.73 | 89.52 | 87.79 | 89.82 | 88.63 | 88.22 | 88.83 | 89.03 | 89.42 | 89.67 | 89.38 | 89.59 | 89.50 | 89.88 | 90.97 | 89.11 | 86.51 | 91.03 | 88.74 | 90.15 | 89.13 | 89.87 |
| 679 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.91 | 88.72 | 87.53 | 90.31 | 88.64 | 90.00 | 87.50 | 92.03 | 90.50 | 89.23 | 90.84 | 89.09 | 89.28 | 89.89 | 89.36 | 91.04 | 89.06 | 89.54 | 90.24 | 91.15 | 88.53 | 89.93 | 89.11 | 88.17 | 90.20 | 87.61 |
| 837 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.37 | 89.93 | 87.54 | 89.24 | 88.40 | 90.26 | 87.15 | 89.00 | 90.05 | 89.47 | 86.98 | 91.35 | 89.32 | 89.71 | 90.15 | 89.39 | 90.01 | 89.67 | 92.72 | 90.66 | 87.94 | 90.64 | 88.78 | 89.27 | 88.65 | 89.74 |
| 692 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.01 | 89.92 | 89.50 | 89.49 | 88.58 | 89.67 | 90.60 | 89.40 | 88.93 | 88.61 | 90.42 | 92.04 | 88.03 | 88.47 | 89.03 | 89.58 | 88.77 | 89.75 | 90.95 | 91.51 | 88.71 | 88.91 | 89.39 | 89.71 | 87.73 | 90.12 |
| 693 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.03 | 89.30 | 89.92 | 89.95 | 89.30 | 90.77 | 88.47 | 89.29 | 87.90 | 87.21 | 90.84 | 90.25 | 88.65 | 89.85 | 87.86 | 89.17 | 89.13 | 90.11 | 91.02 | 90.32 | 89.84 | 89.52 | 89.60 | 89.33 | 89.75 | 88.30 |
| 694 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.72 | 90.05 | 88.15 | 89.86 | 88.67 | 88.94 | 89.81 | 88.89 | 88.81 | 89.99 | 89.40 | 89.46 | 89.23 | 87.86 | 90.53 | 89.19 | 89.89 | 89.73 | 90.14 | 91.06 | 89.41 | 90.55 | 89.11 | 90.06 | 88.35 | 89.20 |
| 695 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.82 | 90.79 | 88.52 | 86.82 | 89.79 | 89.73 | 88.85 | 90.94 | 89.31 | 90.61 | 88.65 | 91.17 | 89.11 | 89.12 | 88.93 | 89.33 | 87.96 | 89.86 | 88.92 | 90.96 | 88.70 | 90.08 | 89.63 | 89.76 | 89.42 | 90.06 |
| 708 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 89.75 | 89.69 | 87.83 | 89.81 | 89.76 | 89.87 | 89.05 | 88.09 | 89.15 | 88.75 | 90.67 | 89.05 | 89.93 | 90.47 | 89.24 | 90.33 | 90.75 | 91.27 | 90.04 | 89.28 | 88.83 | 88.76 | 90.01 | 89.85 | 89.41 |
| 709 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.78 | 92.10 | 88.95 | 89.58 | 88.62 | 90.78 | 87.81 | 90.89 | 89.46 | 91.12 | 89.62 | 91.06 | 90.41 | 89.24 | 88.61 | 90.96 | 89.32 | 89.75 | 90.03 | 88.88 | 88.81 | 89.06 | 89.17 | 89.04 | 89.89 | 88.95 |
| 711 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.78 | 89.53 | 88.61 | 88.67 | 89.85 | 89.84 | 89.11 | 89.69 | 89.36 | 89.22 | 91.00 | 89.80 | 89.86 | 88.37 | 89.76 | 89.37 | 90.97 | 90.91 | 91.94 | 89.91 | 88.44 | 89.87 | 89.27 | 89.22 | 89.05 | 88.49 |
Size of the All data: (116, 29)
Size of the Sig data: (16, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 89.65 | 93.37 | 93.01 | 91.20 | 90.50 | 90.01 | 92.18 | 90.52 | 92.74 | 91.27 | 90.24 | 91.99 | 92.44 | 90.42 | 92.14 | 90.96 | 92.94 | 91.96 | 90.36 | 91.20 | 92.50 | 91.46 | 92.45 | 92.12 | 92.58 |
| 1 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.08 | 93.16 | 92.14 | 91.84 | 90.93 | 90.55 | 91.01 | 91.54 | 90.09 | 90.33 | 93.92 | 88.18 | 90.85 | 91.21 | 91.57 | 87.73 | 89.22 | 90.23 | 93.17 | 90.76 | 92.28 | 91.45 | 91.44 | 90.64 | 90.79 | 90.11 |
| 15 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.95 | 91.39 | 89.84 | 91.76 | 93.37 | 91.85 | 91.90 | 90.62 | 93.46 | 92.27 | 92.82 | 89.22 | 93.00 | 90.62 | 90.18 | 89.74 | 90.59 | 92.88 | 91.62 | 90.80 | 90.97 | 93.07 | 91.00 | 75.10 | 91.98 | 91.18 |
| 0 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.89 | 92.24 | 92.08 | 92.06 | 92.71 | 90.55 | 90.60 | 91.95 | 91.04 | 92.14 | 92.50 | 91.33 | 92.68 | 92.09 | 91.72 | 91.65 | 92.00 | 92.45 | 91.43 | 89.89 | 92.38 | 91.71 | 91.99 | 91.79 | 92.03 | 89.11 |
| 14 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.95 | 92.52 | 90.50 | 92.11 | 72.98 | 90.44 | 91.60 | 89.65 | 89.99 | 92.51 | 91.77 | 90.42 | 91.80 | 91.50 | 89.50 | 90.13 | 89.68 | 91.28 | 92.32 | 92.20 | 90.94 | 91.63 | 93.18 | 90.00 | 91.17 | 92.53 |
| 12 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.14 | 89.93 | 93.50 | 91.83 | 94.07 | 91.61 | 92.28 | 90.83 | 92.94 | 92.12 | 92.72 | 92.52 | 92.36 | 92.59 | 92.14 | 93.10 | 94.21 | 93.29 | 91.39 | 92.93 | 93.39 | 91.83 | 93.49 | 92.99 | 91.63 | 92.89 |
| 13 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.17 | 91.66 | 90.54 | 91.56 | 93.27 | 92.46 | 90.66 | 92.76 | 92.25 | 92.83 | 91.06 | 92.40 | 93.32 | 90.82 | 91.10 | 93.13 | 92.53 | 94.06 | 91.73 | 87.12 | 92.25 | 93.84 | 93.41 | 92.84 | 92.98 | 90.96 |
| 7 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.55 | 92.66 | 91.87 | 91.31 | 92.22 | 91.37 | 91.15 | 92.27 | 90.66 | 91.46 | 92.36 | 89.15 | 89.95 | 91.72 | 92.00 | 90.88 | 90.29 | 91.40 | 92.55 | 93.17 | 90.85 | 92.08 | 92.51 | 92.31 | 90.65 | 89.43 |
| 8 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.28 | 91.14 | 92.05 | 92.18 | 93.17 | 90.15 | 88.48 | 89.84 | 91.94 | 90.59 | 89.71 | 93.14 | 92.68 | 92.66 | 92.21 | 92.41 | 94.76 | 91.87 | 92.79 | 90.95 | 94.37 | 92.66 | 91.93 | 92.63 | 91.49 | 91.20 |
| 6 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.86 | 90.37 | 92.54 | 91.82 | 91.19 | 90.21 | 91.11 | 89.63 | 90.66 | 91.90 | 91.65 | 91.26 | 89.59 | 91.62 | 90.38 | 91.20 | 91.99 | 91.19 | 92.66 | 91.81 | 92.37 | 92.17 | 94.02 | 91.85 | 92.47 | 89.82 |
| 11 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.20 | 92.84 | 92.21 | 90.15 | 91.24 | 92.05 | 91.60 | 89.53 | 91.71 | 91.62 | 92.62 | 91.25 | 91.95 | 92.31 | 90.99 | 91.98 | 91.95 | 92.00 | 92.80 | 92.90 | 92.89 | 93.78 | 91.71 | 90.76 | 93.16 | 89.52 |
| 9 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.92 | 91.11 | 91.31 | 92.86 | 91.86 | 89.60 | 93.26 | 91.84 | 92.87 | 92.26 | 90.10 | 89.83 | 91.98 | 90.06 | 91.10 | 91.16 | 92.65 | 93.22 | 91.67 | 93.05 | 92.79 | 91.58 | 90.68 | 91.22 | 92.71 | 91.69 |
| 10 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.90 | 91.45 | 92.27 | 89.73 | 95.51 | 91.55 | 91.25 | 90.30 | 91.58 | 92.39 | 91.48 | 89.43 | 90.87 | 90.95 | 90.48 | 91.62 | 92.07 | 90.60 | 92.48 | 91.79 | 92.96 | 92.10 | 92.37 | 91.71 | 92.34 | 91.52 |
| 5 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.87 | 92.07 | 93.36 | 91.81 | 93.37 | 90.64 | 92.59 | 90.97 | 91.53 | 92.68 | 94.04 | 89.97 | 92.59 | 92.85 | 93.40 | 93.12 | 93.10 | 92.68 | 93.05 | 91.46 | 92.89 | 91.94 | 94.45 | 93.91 | 92.92 | 93.32 |
| 2 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.59 | 93.89 | 92.44 | 93.23 | 92.72 | 90.67 | 92.49 | 92.05 | 92.13 | 93.90 | 93.02 | 90.19 | 91.41 | 93.68 | 91.06 | 92.08 | 92.89 | 92.52 | 90.19 | 91.89 | 92.60 | 92.49 | 94.06 | 92.24 | 92.04 | 92.99 |
| 3 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.24 | 93.62 | 92.23 | 93.59 | 93.05 | 91.69 | 92.31 | 90.17 | 93.04 | 93.34 | 92.74 | 91.70 | 91.31 | 93.62 | 91.05 | 91.70 | 94.08 | 93.55 | 92.72 | 92.69 | 92.48 | 93.99 | 93.67 | 91.66 | 94.05 | 92.28 |
Size of the test data: (16, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 821 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.59 | 2.74 | 3.11 | 2.32 | 1.42 | 0.34 | 1.30 | 0.34 | -0.61 | 0.75 | 2.80 | -2.16 | 0.97 | 1.59 | 1.87 | -2.68 | 0.20 | 0.93 | 2.43 | 1.34 | 4.73 | 1.03 | 2.97 | 0.69 | 2.50 | 2.28 | 3 |
| 820 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.30 | 0.15 | 4.46 | 2.72 | 1.77 | 2.29 | 0.84 | 2.94 | 0.75 | 4.08 | 0.73 | -0.58 | 3.08 | 2.95 | 1.96 | 2.00 | 0.36 | 2.00 | 0.77 | -0.33 | 3.85 | 2.58 | 2.78 | 3.48 | 3.06 | 3.08 | 2 |
| 822 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.58 | 1.85 | 1.59 | 2.50 | 3.65 | 1.83 | 2.62 | 0.98 | 3.82 | 3.91 | 1.13 | -0.27 | 2.83 | 2.55 | 0.75 | 0.34 | 1.54 | 2.99 | 0.75 | 0.05 | 1.75 | 2.65 | 2.65 | -1.43 | 1.80 | 4.01 | 2 |
| 676 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.29 | 3.24 | 0.64 | 2.75 | -4.11 | 0.17 | 1.79 | 0.09 | 0.54 | 3.34 | 3.11 | -0.29 | 0.47 | 0.96 | 0.71 | 0.80 | 1.05 | 2.23 | 2.33 | 0.41 | 1.87 | 1.89 | 3.61 | 1.01 | 0.94 | 2.73 | 2 |
| 692 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.85 | 0.45 | 3.04 | 2.33 | 2.61 | 0.54 | 0.51 | 0.23 | 1.73 | 3.29 | 1.23 | -0.78 | 1.56 | 3.15 | 1.35 | 1.62 | 3.22 | 1.44 | 1.71 | 0.30 | 3.66 | 3.26 | 4.63 | 2.14 | 4.74 | -0.30 | 2 |
| 695 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.08 | 0.66 | 3.75 | 2.91 | 5.72 | 1.82 | 2.40 | -0.64 | 2.27 | 1.78 | 2.83 | -1.74 | 1.76 | 1.83 | 1.55 | 2.29 | 4.11 | 0.74 | 3.56 | 0.83 | 4.26 | 2.02 | 2.74 | 1.95 | 2.92 | 1.46 | 2 |
| 709 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.81 | 1.79 | 3.49 | 3.65 | 4.10 | -0.11 | 4.68 | 1.16 | 2.67 | 2.78 | 3.40 | -0.87 | 1.00 | 4.44 | 2.45 | 1.12 | 3.57 | 2.77 | 0.16 | 3.01 | 3.79 | 3.43 | 4.89 | 3.20 | 2.15 | 4.04 | 2 |
| 823 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.91 | 1.91 | 3.24 | 1.65 | 3.47 | 0.69 | 0.18 | 2.62 | 1.79 | 2.69 | 2.38 | 0.56 | 2.85 | 2.64 | 1.00 | 3.23 | 2.37 | 1.28 | 1.59 | -0.21 | 3.16 | 2.37 | 2.81 | 2.71 | 1.96 | 0.20 | 1 |
| 678 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | 0.94 | 2.35 | 2.15 | 2.54 | 2.94 | 2.87 | 2.94 | 3.62 | 4.61 | 2.23 | 3.37 | 3.90 | 1.15 | 1.72 | 3.54 | 3.03 | 4.18 | 0.76 | -1.99 | 5.74 | 2.81 | 4.67 | 2.69 | 3.85 | 1.09 | 1 |
| 679 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.64 | 3.94 | 4.34 | 1.00 | 3.58 | 1.37 | 3.65 | 0.24 | 0.16 | 2.23 | 1.52 | 0.06 | 0.67 | 1.83 | 2.64 | -0.16 | 1.23 | 1.86 | 2.31 | 2.02 | 2.32 | 2.15 | 3.40 | 4.14 | 0.45 | 1.82 | 1 |
| 837 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.91 | 1.21 | 4.51 | 2.94 | 4.77 | -0.11 | 1.33 | 0.84 | 1.89 | 1.12 | 2.73 | 1.79 | 3.36 | 2.95 | 2.06 | 3.02 | 4.75 | 2.20 | 0.07 | 0.29 | 6.43 | 2.02 | 3.15 | 3.36 | 2.84 | 1.46 | 1 |
| 708 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.22 | 2.32 | 3.67 | 3.98 | 3.56 | 0.88 | 2.72 | 1.92 | 3.44 | 3.53 | 5.29 | -0.70 | 3.54 | 2.92 | 2.93 | 3.88 | 2.77 | 1.93 | 1.78 | 1.42 | 3.61 | 3.11 | 5.69 | 3.90 | 3.07 | 3.91 | 1 |
| 677 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.22 | 0.33 | 4.79 | 1.50 | 4.80 | 2.62 | 4.35 | 1.23 | 4.26 | 4.33 | 2.25 | 4.35 | 1.78 | 3.58 | 2.11 | 3.08 | 4.96 | 3.12 | 1.94 | 0.87 | 4.08 | 1.77 | 4.39 | 5.18 | 1.76 | 4.08 | 0 |
| 693 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.17 | 3.54 | 2.29 | 0.20 | 1.94 | 1.28 | 3.13 | 0.24 | 3.81 | 4.41 | 1.78 | 1.00 | 3.30 | 2.46 | 3.13 | 2.81 | 2.82 | 1.89 | 1.78 | 2.58 | 3.05 | 4.26 | 2.11 | 1.43 | 3.41 | 1.22 | 0 |
| 694 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.20 | 1.06 | 3.16 | 3.00 | 3.19 | 0.66 | 3.45 | 2.95 | 4.06 | 2.27 | 0.70 | 0.37 | 2.75 | 2.20 | 0.57 | 1.97 | 2.76 | 3.49 | 1.53 | 1.99 | 3.38 | 1.03 | 1.57 | 1.16 | 4.36 | 2.49 | 0 |
| 711 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.46 | 4.09 | 3.62 | 4.92 | 3.20 | 1.85 | 3.20 | 0.48 | 3.68 | 4.12 | 1.74 | 1.90 | 1.45 | 5.25 | 1.29 | 2.33 | 3.11 | 2.64 | 0.78 | 2.78 | 4.04 | 4.12 | 4.40 | 2.44 | 5.00 | 3.79 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_19 | 90.642500 | 0.943296 |
| mAP_valid_abs_values_20 | 90.525625 | 0.918484 |
| mAP_valid_abs_values_12 | 90.263750 | 1.015532 |
| mAP_valid_abs_values_18 | 90.029375 | 0.612497 |
| mAP_valid_abs_values_2 | 89.967500 | 0.791054 |
| mAP_valid_abs_values_22 | 89.895000 | 0.640926 |
| mAP_valid_abs_values_11 | 89.870625 | 1.241813 |
| mAP_valid_abs_values_8 | 89.848125 | 0.913033 |
| mAP_valid_abs_values_6 | 89.801875 | 0.664382 |
| mAP_valid_abs_values_16 | 89.661250 | 0.690197 |
| mAP_valid_abs_values_13 | 89.566250 | 0.810398 |
| mAP_valid_abs_values_15 | 89.450625 | 0.812990 |
| mAP_valid_abs_values_17 | 89.445000 | 0.772882 |
| mAP_valid_abs_values_4 | 89.395625 | 0.958297 |
| mAP_valid_abs_values_25 | 89.357500 | 0.780628 |
| mAP_valid_abs_values_9 | 89.283125 | 0.773871 |
| mAP_valid_abs_values_14 | 89.268125 | 0.743651 |
| mAP_valid_abs_values_10 | 89.115000 | 0.990670 |
| mAP_valid_abs_values_23 | 89.056875 | 0.394119 |
| mAP_valid_abs_values_26 | 88.985625 | 0.902736 |
| mAP_valid_abs_values_7 | 88.955000 | 1.071995 |
| mAP_valid_abs_values_3 | 88.762500 | 0.736971 |
| mAP_valid_abs_values_21 | 88.618125 | 0.883555 |
| mAP_valid_abs_values_5 | 88.540625 | 3.115237 |
| mAP_valid_abs_values_24 | 88.503125 | 3.259298 |
| mAP_valid_abs_values | 88.495625 | 0.789143 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.560313 | 1.182940 |
| mAP_test_abs_values_22 | 92.385781 | 0.825185 |
| mAP_test_abs_values_21 | 92.317969 | 0.900358 |
| mAP_test_abs_values_18 | 92.227187 | 1.074219 |
| mAP_test_abs_values_19 | 92.216406 | 0.899200 |
| mAP_test_abs_values_10 | 92.178750 | 0.806668 |
| mAP_test_abs_values_11 | 92.153906 | 1.052475 |
| mAP_test_abs_values_25 | 92.123906 | 0.852337 |
| mAP_test_abs_values_3 | 92.040156 | 1.029608 |
| mAP_test_abs_values | 91.915469 | 1.128042 |
| mAP_test_abs_values_2 | 91.869687 | 1.175872 |
| mAP_test_abs_values_14 | 91.819219 | 0.963631 |
| mAP_test_abs_values_17 | 91.797188 | 1.423725 |
| mAP_test_abs_values_4 | 91.786406 | 1.010520 |
| average_map | 91.694225 | 0.559348 |
| mAP_test_abs_values_13 | 91.692813 | 1.017327 |
| mAP_test_abs_values_9 | 91.627656 | 1.089942 |
| mAP_test_abs_values_16 | 91.472031 | 1.368468 |
| mAP_test_abs_values_7 | 91.455938 | 1.023095 |
| mAP_test_abs_values_20 | 91.392656 | 1.535277 |
| mAP_test_abs_values_5 | 91.277656 | 4.919882 |
| mAP_test_abs_values_26 | 91.201250 | 1.321816 |
| mAP_test_abs_values_8 | 91.131094 | 1.033257 |
| mAP_test_abs_values_15 | 91.110156 | 0.902850 |
| mAP_test_abs_values_6 | 90.978125 | 0.821201 |
| mAP_test_abs_values_24 | 90.823594 | 4.200018 |
| mAP_test_abs_values_12 | 90.494531 | 1.255866 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 384 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 56.06 | 66.88 | 66.05 | 65.01 | 73.09 | 65.77 | 56.21 | 65.69 | 66.87 | 65.02 | 63.98 | 63.94 | 65.88 | 66.24 | 65.26 | 66.21 | 64.37 | 67.91 | 63.49 | 74.29 | 67.28 | 67.71 | 67.66 | 67.71 | 68.37 | 66.53 |
| 385 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.66 | 65.92 | 68.14 | 66.21 | 65.32 | 62.60 | 65.41 | 64.64 | 82.60 | 64.55 | 55.89 | 66.09 | 56.20 | 52.66 | 62.78 | 64.07 | 64.68 | 65.37 | 63.36 | 63.47 | 65.16 | 65.56 | 66.31 | 64.95 | 66.13 | 65.78 |
| 386 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 70.15 | 66.14 | 65.56 | 66.42 | 56.43 | 71.34 | 65.08 | 67.88 | 64.43 | 65.71 | 63.02 | 63.96 | 73.16 | 65.44 | 64.50 | 71.93 | 66.34 | 66.31 | 61.49 | 63.09 | 66.05 | 66.08 | 65.67 | 65.41 | 65.12 | 64.42 |
| 387 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.89 | 66.29 | 67.10 | 65.46 | 64.47 | 64.86 | 55.84 | 65.27 | 66.42 | 65.01 | 64.85 | 64.46 | 80.01 | 71.52 | 65.43 | 64.78 | 65.91 | 64.73 | 71.66 | 73.04 | 66.94 | 65.70 | 54.90 | 66.38 | 64.85 | 65.94 |
| 400 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.39 | 65.01 | 64.84 | 42.66 | 65.33 | 64.01 | 71.85 | 66.22 | 61.73 | 64.82 | 65.24 | 60.95 | 60.89 | 63.96 | 63.46 | 64.72 | 64.31 | 64.07 | 63.03 | 62.07 | 65.86 | 66.51 | 65.66 | 66.38 | 66.59 | 67.04 |
| 401 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 42.66 | 65.66 | 64.70 | 64.69 | 65.37 | 62.77 | 72.11 | 64.51 | 65.43 | 73.35 | 75.67 | 65.58 | 74.71 | 64.87 | 63.79 | 56.05 | 64.44 | 63.75 | 64.77 | 65.15 | 67.20 | 65.46 | 64.47 | 64.26 | 64.70 | 65.71 |
| 402 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.97 | 73.20 | 65.66 | 64.96 | 65.74 | 65.03 | 67.16 | 64.55 | 72.99 | 65.23 | 73.79 | 63.57 | 72.37 | 65.52 | 64.01 | 56.02 | 64.89 | 65.39 | 74.71 | 63.73 | 66.52 | 64.22 | 65.09 | 64.91 | 65.94 | 64.97 |
| 403 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 71.75 | 66.17 | 55.51 | 66.02 | 64.20 | 74.55 | 71.51 | 72.03 | 65.87 | 72.00 | 42.66 | 42.66 | 72.26 | 63.90 | 64.02 | 73.14 | 62.67 | 63.22 | 62.15 | 62.03 | 66.57 | 64.42 | 64.35 | 64.55 | 64.92 | 63.59 |
| 416 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.74 | 64.65 | 65.54 | 66.16 | 65.43 | 65.59 | 42.66 | 65.12 | 73.23 | 73.42 | 62.85 | 62.92 | 72.80 | 64.70 | 64.79 | 73.77 | 64.37 | 72.52 | 87.76 | 74.80 | 66.43 | 65.86 | 64.91 | 65.99 | 66.08 | 65.26 |
| 417 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.53 | 64.78 | 64.80 | 65.05 | 65.03 | 70.07 | 73.52 | 74.14 | 64.05 | 65.26 | 74.12 | 61.26 | 51.48 | 64.01 | 63.28 | 74.20 | 64.70 | 64.19 | 61.49 | 62.51 | 72.58 | 65.67 | 65.01 | 63.25 | 64.61 | 65.05 |
| 418 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.11 | 66.27 | 64.34 | 64.60 | 64.99 | 63.27 | 73.63 | 64.26 | 73.33 | 64.63 | 69.58 | 64.16 | 74.83 | 64.57 | 64.33 | 73.31 | 65.07 | 65.26 | 64.34 | 63.44 | 65.06 | 64.99 | 63.80 | 64.60 | 64.18 | 42.66 |
| 419 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.10 | 65.20 | 72.41 | 65.40 | 73.86 | 63.92 | 68.34 | 64.52 | 73.38 | 64.53 | 75.07 | 68.43 | 73.91 | 63.72 | 64.83 | 75.21 | 64.13 | 62.76 | 75.33 | 63.64 | 64.60 | 64.85 | 63.22 | 63.63 | 64.83 | 85.30 |
| 432 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 64.53 | 63.48 | 64.67 | 63.16 | 67.77 | 60.46 | 54.11 | 63.65 | 54.87 | 63.63 | 63.15 | 62.30 | 55.15 | 64.63 | 63.84 | 42.66 | 62.32 | 63.44 | 60.73 | 61.42 | 66.58 | 66.17 | 64.59 | 63.24 | 65.20 | 64.66 |
| 433 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.06 | 64.39 | 56.01 | 66.18 | 56.44 | 64.64 | 72.29 | 72.44 | 54.85 | 65.05 | 64.60 | 64.62 | 65.60 | 65.33 | 66.14 | 65.78 | 63.88 | 72.62 | 63.79 | 65.01 | 67.54 | 66.99 | 65.62 | 64.83 | 66.94 | 66.34 |
| 434 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.00 | 66.90 | 73.10 | 65.88 | 64.54 | 73.77 | 66.89 | 64.96 | 64.62 | 65.98 | 81.94 | 55.24 | 72.09 | 66.34 | 65.70 | 56.27 | 65.24 | 63.96 | 64.96 | 62.78 | 66.46 | 65.09 | 65.98 | 66.71 | 64.49 | 66.18 |
| 435 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.42 | 65.60 | 56.32 | 66.15 | 72.00 | 62.37 | 66.06 | 42.66 | 65.34 | 65.92 | 62.84 | 64.62 | 64.78 | 64.31 | 65.15 | 55.97 | 66.37 | 64.30 | 62.22 | 61.05 | 66.45 | 66.60 | 66.26 | 66.35 | 67.23 | 66.22 |
| 448 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 64.28 | 64.20 | 72.07 | 64.83 | 42.66 | 60.80 | 70.54 | 64.46 | 65.46 | 71.87 | 63.76 | 62.32 | 64.40 | 64.22 | 65.58 | 42.66 | 63.89 | 65.12 | 62.44 | 62.79 | 42.66 | 66.28 | 68.42 | 67.30 | 42.66 | 66.09 |
| 449 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 72.05 | 65.73 | 65.36 | 65.99 | 64.03 | 65.00 | 71.89 | 65.53 | 65.55 | 63.94 | 74.67 | 64.78 | 73.35 | 64.75 | 65.86 | 71.69 | 72.87 | 65.01 | 64.57 | 65.06 | 65.39 | 64.37 | 71.56 | 64.43 | 65.67 | 66.39 |
| 450 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 71.16 | 65.22 | 56.98 | 64.21 | 64.75 | 65.08 | 73.37 | 65.20 | 66.18 | 65.66 | 74.61 | 62.78 | 54.86 | 66.80 | 64.48 | 65.58 | 63.70 | 65.88 | 63.83 | 63.53 | 65.85 | 66.26 | 63.56 | 65.50 | 65.25 | 64.60 |
| 451 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.56 | 64.57 | 65.46 | 64.90 | 66.19 | 55.75 | 71.51 | 74.19 | 65.15 | 79.07 | 64.49 | 63.29 | 64.64 | 64.85 | 63.20 | 74.56 | 63.89 | 72.36 | 64.04 | 63.30 | 65.01 | 65.44 | 64.95 | 63.64 | 64.58 | 65.20 |
| 464 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.23 | 64.59 | 71.62 | 73.36 | 64.00 | 64.75 | 71.79 | 64.17 | 55.14 | 65.68 | 63.03 | 63.90 | 73.06 | 63.74 | 64.07 | 55.60 | 62.36 | 64.65 | 64.44 | 63.03 | 65.45 | 65.30 | 65.18 | 66.37 | 65.25 | 65.59 |
| 465 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.70 | 64.68 | 65.28 | 74.12 | 65.49 | 64.44 | 81.38 | 63.87 | 64.25 | 55.40 | 63.51 | 64.50 | 64.03 | 73.28 | 63.41 | 74.56 | 42.66 | 64.57 | 62.79 | 64.51 | 63.45 | 64.94 | 64.73 | 64.33 | 64.88 | 65.46 |
| 466 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.91 | 64.61 | 72.32 | 64.06 | 66.08 | 64.85 | 66.07 | 65.06 | 55.13 | 65.22 | 62.02 | 74.22 | 73.11 | 69.48 | 64.03 | 64.69 | 63.94 | 72.08 | 64.52 | 64.66 | 64.35 | 64.87 | 65.57 | 65.44 | 65.82 | 42.66 |
| 467 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.39 | 64.76 | 65.12 | 65.69 | 64.53 | 64.65 | 72.78 | 63.54 | 84.73 | 84.49 | 64.81 | 85.44 | 64.60 | 63.15 | 64.28 | 73.86 | 63.71 | 64.13 | 65.87 | 70.14 | 65.00 | 63.91 | 65.31 | 65.08 | 64.03 | 66.62 |
| 480 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.53 | 64.52 | 64.70 | 65.43 | 69.04 | 63.18 | 65.91 | 67.18 | 64.47 | 64.86 | 63.65 | 64.14 | 72.12 | 64.73 | 65.01 | 56.31 | 63.96 | 63.21 | 62.32 | 61.80 | 65.44 | 63.63 | 65.89 | 66.20 | 65.65 | 64.61 |
| 481 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.64 | 65.17 | 64.77 | 55.53 | 65.09 | 73.41 | 55.45 | 65.45 | 64.89 | 65.47 | 73.37 | 63.95 | 67.10 | 64.87 | 66.04 | 73.92 | 66.10 | 64.55 | 66.96 | 63.45 | 66.80 | 51.33 | 42.66 | 64.33 | 65.60 | 65.15 |
| 482 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 70.31 | 66.32 | 64.06 | 42.66 | 65.83 | 63.20 | 66.50 | 65.59 | 64.95 | 64.33 | 65.22 | 66.84 | 64.41 | 65.45 | 65.34 | 64.90 | 65.74 | 63.44 | 61.60 | 63.31 | 65.76 | 67.04 | 64.77 | 66.51 | 65.04 | 67.11 |
| 483 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 69.58 | 70.94 | 55.22 | 42.66 | 63.19 | 55.69 | 55.26 | 62.50 | 64.46 | 72.11 | 63.39 | 55.92 | 71.29 | 62.62 | 42.66 | 70.81 | 62.10 | 71.71 | 60.80 | 60.84 | 63.43 | 61.77 | 61.57 | 61.38 | 62.64 | 60.75 |
| 496 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 70.85 | 64.62 | 64.59 | 64.05 | 62.65 | 62.77 | 72.30 | 62.54 | 64.21 | 64.03 | 66.64 | 64.83 | 60.61 | 64.47 | 64.76 | 66.46 | 65.63 | 64.97 | 64.45 | 63.45 | 67.08 | 65.59 | 66.41 | 64.86 | 66.20 | 65.86 |
| 497 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.65 | 70.23 | 65.65 | 63.31 | 63.63 | 73.85 | 74.04 | 66.67 | 72.63 | 55.87 | 75.29 | 64.28 | 72.46 | 54.72 | 42.66 | 72.29 | 72.25 | 63.55 | 55.81 | 54.32 | 65.32 | 66.92 | 64.39 | 64.30 | 50.85 | 64.41 |
| 498 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.88 | 65.84 | 56.13 | 64.89 | 73.54 | 64.59 | 64.48 | 72.10 | 65.69 | 64.26 | 62.84 | 64.08 | 73.29 | 64.55 | 65.31 | 63.49 | 63.09 | 66.35 | 63.71 | 63.09 | 65.06 | 65.88 | 64.69 | 63.69 | 65.56 | 64.48 |
| 499 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 69.98 | 66.20 | 71.38 | 65.40 | 63.73 | 73.36 | 70.52 | 65.02 | 71.78 | 65.72 | 69.12 | 64.20 | 72.52 | 55.09 | 64.38 | 57.37 | 64.11 | 65.35 | 84.89 | 64.01 | 65.41 | 66.46 | 65.12 | 65.01 | 64.75 | 64.63 |
| 512 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.00 | 65.80 | 65.80 | 64.49 | 65.90 | 74.43 | 72.82 | 65.64 | 68.33 | 64.98 | 74.67 | 65.56 | 74.84 | 64.69 | 63.40 | 72.51 | 63.66 | 63.49 | 62.69 | 63.08 | 62.69 | 64.19 | 63.91 | 63.69 | 65.93 | 63.53 |
| 513 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.19 | 64.65 | 42.66 | 73.40 | 65.58 | 72.55 | 64.46 | 63.90 | 65.23 | 63.90 | 61.33 | 69.27 | 86.03 | 64.51 | 65.15 | 74.11 | 74.24 | 73.98 | 63.18 | 63.95 | 65.69 | 65.24 | 64.16 | 64.39 | 64.13 | 64.90 |
| 514 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 69.64 | 66.10 | 55.89 | 65.26 | 65.53 | 72.64 | 72.73 | 64.84 | 71.61 | 65.36 | 74.61 | 62.31 | 73.98 | 64.32 | 63.52 | 63.28 | 65.26 | 63.83 | 63.91 | 63.72 | 64.93 | 65.08 | 64.35 | 64.21 | 65.12 | 64.93 |
| 515 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.79 | 64.31 | 65.13 | 64.59 | 73.60 | 63.26 | 72.39 | 64.24 | 55.74 | 54.58 | 75.63 | 63.39 | 74.04 | 68.01 | 63.16 | 63.55 | 63.30 | 63.40 | 62.90 | 65.08 | 64.83 | 64.31 | 64.87 | 64.50 | 64.73 | 63.10 |
| 528 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.51 | 65.08 | 57.96 | 66.24 | 66.01 | 62.03 | 71.74 | 66.10 | 66.70 | 66.55 | 64.98 | 61.57 | 72.38 | 66.09 | 65.32 | 72.07 | 65.30 | 71.91 | 56.11 | 64.39 | 62.85 | 66.38 | 67.15 | 65.56 | 65.97 | 67.13 |
| 529 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 70.89 | 64.97 | 64.79 | 64.24 | 64.41 | 62.70 | 64.79 | 63.60 | 55.36 | 64.30 | 63.99 | 61.62 | 72.66 | 63.55 | 64.08 | 51.69 | 63.61 | 62.62 | 64.91 | 63.28 | 65.10 | 65.09 | 64.75 | 63.59 | 66.60 | 65.74 |
| 530 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 54.13 | 62.95 | 64.22 | 65.75 | 64.71 | 64.34 | 68.83 | 64.88 | 64.76 | 64.73 | 62.53 | 61.38 | 63.49 | 63.66 | 64.18 | 64.02 | 63.29 | 55.26 | 63.44 | 64.45 | 64.97 | 64.74 | 65.48 | 62.47 | 64.93 | 63.89 |
| 531 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 56.23 | 65.86 | 63.78 | 65.50 | 64.89 | 63.95 | 66.94 | 66.47 | 56.52 | 64.51 | 83.58 | 64.84 | 72.67 | 66.31 | 64.66 | 65.60 | 64.97 | 69.89 | 64.45 | 64.35 | 67.09 | 66.78 | 67.35 | 66.80 | 66.72 | 65.45 |
| 544 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 64.04 | 67.55 | 66.33 | 65.41 | 66.35 | 64.07 | 71.28 | 65.07 | 65.88 | 64.44 | 66.38 | 63.84 | 72.67 | 62.82 | 72.75 | 65.66 | 65.59 | 65.03 | 62.90 | 62.94 | 65.30 | 65.93 | 64.86 | 65.65 | 65.98 | 65.39 |
| 545 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 66.02 | 64.14 | 64.84 | 64.02 | 64.06 | 63.24 | 63.58 | 64.59 | 65.87 | 65.25 | 73.74 | 75.59 | 73.13 | 65.05 | 64.67 | 54.45 | 65.27 | 64.18 | 72.53 | 55.56 | 66.51 | 63.77 | 64.21 | 63.95 | 64.56 | 65.22 |
| 546 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.79 | 65.12 | 56.15 | 64.96 | 66.69 | 73.91 | 66.95 | 65.17 | 66.64 | 66.31 | 75.03 | 64.59 | 72.78 | 64.99 | 63.46 | 53.40 | 65.92 | 56.38 | 65.41 | 64.37 | 66.66 | 65.40 | 64.33 | 65.56 | 65.37 | 65.21 |
| 547 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.66 | 65.13 | 63.50 | 64.74 | 64.40 | 73.79 | 64.11 | 74.07 | 63.31 | 64.68 | 73.90 | 64.92 | 72.55 | 63.07 | 63.65 | 73.05 | 65.42 | 55.59 | 62.17 | 60.90 | 64.69 | 65.52 | 65.32 | 82.38 | 63.77 | 65.15 |
| 560 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.74 | 61.53 | 64.75 | 65.20 | 42.66 | 56.14 | 72.15 | 65.68 | 81.40 | 65.47 | 72.86 | 62.17 | 72.25 | 74.31 | 64.88 | 65.29 | 64.70 | 72.66 | 73.59 | 61.97 | 64.53 | 65.55 | 64.40 | 65.13 | 64.57 | 64.58 |
| 561 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 56.12 | 64.93 | 65.42 | 64.71 | 64.69 | 64.21 | 64.45 | 65.69 | 73.79 | 65.10 | 69.05 | 63.23 | 68.81 | 64.09 | 63.60 | 64.02 | 63.81 | 64.62 | 73.90 | 60.43 | 65.15 | 66.21 | 80.49 | 65.09 | 63.83 | 64.37 |
| 562 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 71.99 | 65.72 | 65.54 | 64.87 | 64.70 | 64.61 | 69.00 | 73.71 | 65.46 | 73.01 | 65.70 | 63.93 | 72.79 | 63.81 | 64.63 | 65.91 | 64.21 | 74.25 | 64.40 | 64.35 | 64.71 | 64.84 | 64.58 | 66.12 | 64.60 | 64.05 |
| 563 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.69 | 65.64 | 71.80 | 64.83 | 65.06 | 63.36 | 65.39 | 64.04 | 72.98 | 55.30 | 64.42 | 64.04 | 64.22 | 64.08 | 64.47 | 84.90 | 63.63 | 74.30 | 64.16 | 62.30 | 65.97 | 64.89 | 63.88 | 64.47 | 64.51 | 62.77 |
| 576 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 65.45 | 65.07 | 63.87 | 66.27 | 42.66 | 61.94 | 71.42 | 64.66 | 66.18 | 65.52 | 63.39 | 64.02 | 72.69 | 64.85 | 65.08 | 65.94 | 64.76 | 63.62 | 65.57 | 55.34 | 65.95 | 67.48 | 66.72 | 67.36 | 65.30 | 65.76 |
| 577 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.45 | 65.35 | 65.41 | 62.95 | 63.32 | 63.06 | 81.72 | 64.50 | 68.12 | 63.30 | 71.49 | 65.04 | 71.42 | 64.52 | 63.54 | 64.28 | 62.74 | 63.71 | 63.90 | 63.53 | 65.76 | 64.14 | 66.35 | 64.98 | 63.61 | 64.92 |
| 578 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 70.58 | 65.89 | 65.17 | 66.87 | 64.59 | 65.14 | 56.39 | 65.36 | 55.47 | 66.58 | 62.36 | 63.62 | 71.85 | 64.92 | 66.06 | 66.14 | 64.97 | 66.24 | 64.91 | 62.11 | 64.94 | 66.29 | 65.57 | 66.26 | 64.93 | 66.80 |
| 579 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.63 | 68.08 | 64.17 | 63.34 | 66.02 | 70.44 | 66.76 | 66.57 | 65.12 | 65.23 | 56.83 | 63.88 | 71.90 | 63.99 | 65.66 | 64.13 | 65.90 | 67.46 | 64.26 | 62.83 | 66.52 | 67.22 | 66.48 | 65.37 | 65.82 | 67.06 |
| 592 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.62 | 64.35 | 65.19 | 65.62 | 66.99 | 63.80 | 66.29 | 65.41 | 71.80 | 72.20 | 79.85 | 64.30 | 72.04 | 65.22 | 64.14 | 65.50 | 63.04 | 64.02 | 59.14 | 64.75 | 66.98 | 67.10 | 64.28 | 64.41 | 65.42 | 65.44 |
| 593 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.90 | 62.15 | 64.09 | 64.04 | 64.58 | 62.98 | 72.39 | 65.57 | 66.14 | 64.71 | 65.11 | 63.23 | 72.59 | 63.76 | 64.06 | 72.08 | 64.79 | 64.73 | 62.80 | 63.90 | 66.51 | 65.38 | 64.83 | 64.27 | 64.57 | 64.36 |
| 594 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 71.88 | 63.25 | 55.95 | 64.35 | 71.30 | 63.63 | 71.93 | 64.01 | 56.05 | 65.09 | 72.07 | 63.40 | 73.95 | 63.89 | 63.93 | 69.32 | 64.50 | 63.87 | 73.06 | 63.73 | 62.90 | 64.43 | 64.75 | 64.65 | 65.14 | 65.68 |
| 595 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.58 | 65.15 | 65.49 | 65.33 | 66.85 | 62.59 | 73.44 | 65.93 | 71.54 | 66.57 | 62.81 | 64.91 | 74.00 | 63.56 | 65.01 | 74.02 | 64.43 | 66.05 | 74.51 | 69.59 | 66.41 | 65.79 | 64.26 | 65.18 | 66.29 | 65.35 |
| 608 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 65.64 | 65.39 | 64.61 | 73.14 | 64.77 | 72.65 | 65.63 | 64.14 | 63.84 | 74.56 | 64.38 | 65.56 | 63.16 | 64.40 | 63.58 | 66.82 | 81.12 | 62.62 | 67.76 | 65.99 | 65.46 | 65.34 | 65.10 | 65.93 | 66.55 |
| 609 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.76 | 65.39 | 73.13 | 64.42 | 65.86 | 75.29 | 71.27 | 64.27 | 64.69 | 73.76 | 75.10 | 64.05 | 64.29 | 65.09 | 64.56 | 74.58 | 63.45 | 64.17 | 64.76 | 74.91 | 63.23 | 66.05 | 63.70 | 64.16 | 64.29 | 64.78 |
| 610 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.45 | 63.67 | 64.95 | 65.18 | 65.46 | 65.00 | 73.08 | 65.19 | 72.65 | 64.22 | 69.95 | 63.12 | 55.98 | 64.70 | 64.67 | 74.56 | 64.26 | 64.99 | 64.61 | 74.51 | 63.52 | 65.35 | 72.94 | 64.63 | 64.47 | 64.80 |
| 611 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.52 | 65.51 | 71.91 | 65.36 | 64.95 | 62.18 | 73.27 | 65.08 | 65.27 | 66.21 | 75.26 | 64.54 | 74.54 | 64.23 | 62.19 | 64.61 | 64.57 | 74.39 | 74.12 | 62.89 | 65.45 | 64.90 | 64.54 | 65.46 | 65.56 | 65.09 |
| 624 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 72.50 | 65.31 | 64.36 | 64.67 | 62.12 | 63.86 | 55.31 | 68.35 | 65.81 | 65.67 | 64.53 | 62.16 | 71.27 | 59.84 | 64.54 | 72.61 | 64.17 | 66.18 | 62.99 | 62.00 | 65.40 | 67.11 | 66.36 | 66.27 | 66.53 | 67.37 |
| 625 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.52 | 66.97 | 65.25 | 67.13 | 66.44 | 65.47 | 65.58 | 66.18 | 65.94 | 66.18 | 63.98 | 64.93 | 72.96 | 66.17 | 67.37 | 73.64 | 66.35 | 55.58 | 65.33 | 64.41 | 65.73 | 67.01 | 65.35 | 67.73 | 66.13 | 66.99 |
| 626 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 59.01 | 63.76 | 58.64 | 65.30 | 63.46 | 62.88 | 71.61 | 63.55 | 72.34 | 64.77 | 60.08 | 62.80 | 64.70 | 62.59 | 62.79 | 74.03 | 63.03 | 63.79 | 72.38 | 61.26 | 64.20 | 63.39 | 64.98 | 64.79 | 64.68 | 64.95 |
| 627 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 67.61 | 65.76 | 64.91 | 67.29 | 67.01 | 82.55 | 66.77 | 66.77 | 66.50 | 67.18 | 63.62 | 64.87 | 67.88 | 55.79 | 65.43 | 68.07 | 65.34 | 66.37 | 66.28 | 66.87 | 68.10 | 67.84 | 68.29 | 68.22 | 68.61 | 68.61 |
| 640 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.48 | 63.49 | 65.59 | 66.58 | 70.88 | 73.98 | 70.90 | 64.98 | 65.34 | 65.10 | 65.41 | 62.57 | 71.92 | 63.90 | 64.77 | 71.58 | 64.57 | 63.50 | 69.46 | 63.29 | 68.06 | 64.13 | 66.02 | 65.16 | 66.64 | 64.25 |
| 641 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.99 | 72.89 | 64.39 | 64.30 | 62.62 | 71.98 | 65.09 | 64.75 | 76.33 | 72.48 | 63.81 | 64.03 | 64.11 | 84.72 | 64.46 | 73.45 | 63.97 | 72.02 | 74.01 | 63.64 | 65.64 | 64.75 | 64.82 | 65.45 | 64.39 | 64.83 |
| 642 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 63.03 | 64.52 | 65.33 | 65.43 | 64.79 | 74.78 | 65.19 | 65.97 | 70.70 | 55.70 | 73.63 | 64.12 | 83.66 | 64.57 | 63.76 | 73.40 | 71.78 | 64.45 | 73.51 | 63.06 | 65.44 | 66.13 | 64.41 | 64.65 | 65.36 | 66.62 |
| 643 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.06 | 73.06 | 64.23 | 64.66 | 64.47 | 55.38 | 55.17 | 63.79 | 65.21 | 63.30 | 64.47 | 60.61 | 54.17 | 63.67 | 61.99 | 63.49 | 64.22 | 53.80 | 62.92 | 63.12 | 64.85 | 64.35 | 63.50 | 64.27 | 65.11 | 64.77 |
| 656 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 55.02 | 72.01 | 63.64 | 65.71 | 63.43 | 85.59 | 73.09 | 64.92 | 65.60 | 63.00 | 75.06 | 63.83 | 73.20 | 73.91 | 64.85 | 72.42 | 64.90 | 64.05 | 62.95 | 63.78 | 67.28 | 65.62 | 66.13 | 64.09 | 63.42 | 66.50 |
| 657 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.68 | 64.56 | 72.66 | 63.99 | 65.17 | 75.05 | 73.02 | 64.82 | 72.20 | 73.67 | 63.14 | 70.02 | 72.48 | 63.27 | 64.13 | 54.49 | 75.42 | 73.04 | 63.70 | 62.79 | 64.75 | 64.00 | 64.28 | 63.94 | 64.04 | 66.23 |
| 658 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 62.54 | 65.48 | 64.84 | 63.42 | 64.62 | 61.88 | 71.24 | 63.62 | 64.31 | 65.68 | 73.31 | 63.23 | 82.65 | 64.74 | 64.87 | 73.53 | 63.53 | 72.97 | 62.76 | 60.94 | 65.04 | 63.22 | 64.84 | 65.99 | 64.33 | 63.65 |
| 659 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.47 | 65.31 | 71.83 | 64.52 | 64.80 | 61.04 | 66.56 | 64.48 | 64.44 | 64.90 | 74.34 | 63.98 | 73.69 | 64.71 | 64.14 | 74.29 | 73.56 | 63.51 | 63.97 | 63.81 | 65.35 | 64.79 | 66.83 | 65.62 | 64.06 | 64.74 |
| 672 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.82 | 63.49 | 62.63 | 62.74 | 67.17 | 63.08 | 68.39 | 62.38 | 61.81 | 63.19 | 73.48 | 67.59 | 71.62 | 61.14 | 62.67 | 53.47 | 61.93 | 67.20 | 73.94 | 68.77 | 62.21 | 60.78 | 62.27 | 62.19 | 62.46 | 61.47 |
| 673 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 63.87 | 62.43 | 67.01 | 64.09 | 64.17 | 64.01 | 74.13 | 63.22 | 59.46 | 64.11 | 65.26 | 67.16 | 73.26 | 63.31 | 63.60 | 55.10 | 63.36 | 60.66 | 61.52 | 62.51 | 64.16 | 63.39 | 63.99 | 63.62 | 64.58 | 64.38 |
| 674 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 63.19 | 64.80 | 65.93 | 65.67 | 65.53 | 63.87 | 64.82 | 63.88 | 64.09 | 66.22 | 64.47 | 63.26 | 72.65 | 62.49 | 62.27 | 72.17 | 63.54 | 63.93 | 55.18 | 73.69 | 63.31 | 81.68 | 64.80 | 63.69 | 63.90 | 63.62 |
| 675 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.07 | 66.07 | 65.69 | 65.83 | 65.61 | 74.69 | 67.84 | 65.82 | 68.83 | 65.81 | 63.97 | 63.58 | 72.56 | 55.50 | 65.91 | 69.00 | 69.03 | 68.52 | 74.34 | 64.77 | 64.28 | 64.99 | 73.62 | 65.26 | 65.87 | 65.85 |
| 688 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 66.40 | 64.94 | 66.88 | 65.34 | 65.68 | 74.88 | 64.82 | 65.56 | 65.50 | 65.72 | 63.46 | 64.24 | 72.58 | 55.12 | 70.68 | 73.46 | 64.11 | 73.15 | 64.34 | 71.20 | 65.23 | 51.82 | 73.46 | 65.68 | 69.83 | 65.25 |
| 689 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 56.98 | 64.47 | 65.13 | 64.58 | 64.23 | 74.12 | 65.19 | 63.83 | 62.85 | 64.39 | 75.56 | 62.92 | 68.95 | 68.59 | 63.17 | 68.65 | 65.34 | 68.64 | 63.40 | 74.96 | 63.32 | 63.56 | 72.65 | 52.01 | 64.02 | 64.14 |
| 690 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 65.99 | 64.44 | 64.52 | 64.09 | 64.51 | 63.65 | 72.95 | 67.70 | 64.76 | 63.76 | 74.81 | 63.46 | 68.81 | 64.28 | 63.69 | 73.62 | 64.09 | 63.46 | 74.26 | 74.39 | 63.59 | 64.36 | 54.25 | 56.31 | 64.51 | 51.50 |
| 691 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 67.70 | 65.24 | 64.90 | 64.69 | 65.20 | 65.13 | 72.00 | 64.76 | 72.97 | 65.25 | 73.57 | 64.16 | 67.97 | 55.48 | 64.57 | 73.61 | 67.83 | 68.88 | 73.89 | 64.57 | 66.41 | 63.89 | 67.46 | 63.72 | 64.81 | 64.78 |
| 704 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 67.92 | 70.43 | 65.08 | 64.65 | 65.16 | 67.29 | 73.73 | 69.93 | 64.74 | 64.59 | 75.08 | 63.39 | 68.03 | 69.09 | 65.16 | 70.68 | 52.27 | 64.71 | 63.16 | 68.13 | 64.98 | 62.79 | 72.20 | 65.03 | 64.31 | 64.37 |
| 705 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 68.89 | 65.21 | 64.88 | 65.89 | 64.81 | 75.13 | 69.36 | 54.05 | 64.22 | 70.18 | 63.14 | 62.86 | 69.64 | 63.95 | 62.98 | 69.79 | 62.73 | 69.96 | 75.75 | 62.55 | 62.57 | 52.47 | 63.79 | 64.05 | 63.79 | 63.82 |
| 706 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 67.79 | 69.72 | 64.57 | 64.95 | 65.95 | 63.92 | 68.20 | 64.54 | 64.79 | 69.41 | 64.39 | 68.64 | 69.87 | 63.83 | 63.70 | 73.38 | 55.81 | 64.87 | 69.29 | 74.91 | 64.22 | 63.99 | 55.84 | 64.78 | 66.04 | 65.26 |
| 707 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 66.75 | 64.36 | 65.34 | 64.54 | 64.52 | 66.70 | 73.02 | 63.07 | 70.19 | 64.33 | 74.11 | 68.87 | 66.97 | 73.75 | 63.02 | 63.58 | 63.57 | 67.93 | 74.90 | 62.94 | 54.28 | 53.38 | 72.16 | 63.87 | 64.18 | 63.84 |
| 720 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 72.55 | 65.11 | 65.86 | 65.46 | 65.03 | 64.04 | 68.11 | 51.36 | 64.95 | 64.88 | 63.59 | 67.45 | 72.77 | 64.95 | 63.82 | 74.42 | 64.18 | 63.15 | 74.42 | 69.17 | 64.14 | 64.92 | 72.99 | 64.52 | 64.29 | 54.36 |
| 721 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.43 | 65.01 | 64.91 | 65.64 | 71.60 | 65.26 | 68.66 | 64.41 | 64.73 | 64.37 | 74.73 | 63.04 | 63.94 | 63.62 | 64.06 | 72.05 | 63.90 | 65.65 | 75.28 | 64.30 | 65.06 | 65.86 | 65.20 | 65.59 | 65.55 | 56.85 |
| 722 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 65.91 | 62.09 | 63.36 | 63.60 | 63.26 | 63.78 | 69.48 | 62.49 | 55.01 | 63.62 | 63.07 | 73.56 | 73.14 | 62.66 | 63.93 | 72.86 | 63.29 | 72.85 | 71.12 | 73.22 | 61.61 | 62.16 | 72.50 | 63.15 | 62.97 | 62.65 |
| 723 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.57 | 65.80 | 67.77 | 65.06 | 65.55 | 65.41 | 65.80 | 65.51 | 65.98 | 65.72 | 73.60 | 67.05 | 64.35 | 62.76 | 65.73 | 67.63 | 64.07 | 55.24 | 74.41 | 74.91 | 65.01 | 64.76 | 72.43 | 65.96 | 64.68 | 65.82 |
| 736 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.19 | 66.02 | 67.08 | 65.09 | 65.56 | 74.08 | 72.91 | 64.52 | 63.40 | 68.33 | 74.33 | 64.05 | 66.63 | 54.50 | 63.21 | 69.87 | 54.43 | 63.66 | 69.69 | 69.10 | 64.51 | 63.75 | 72.94 | 63.84 | 64.32 | 64.99 |
| 737 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.02 | 64.34 | 64.36 | 65.17 | 65.03 | 68.21 | 65.49 | 69.78 | 70.22 | 60.39 | 75.51 | 63.82 | 69.49 | 63.14 | 64.93 | 64.49 | 69.53 | 73.65 | 74.57 | 63.14 | 65.54 | 64.54 | 73.37 | 51.49 | 66.06 | 64.72 |
| 738 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.83 | 65.23 | 60.20 | 64.84 | 65.28 | 68.32 | 64.65 | 69.92 | 65.31 | 65.06 | 64.05 | 64.70 | 72.53 | 63.47 | 68.66 | 70.20 | 63.38 | 64.98 | 63.96 | 63.80 | 65.78 | 63.42 | 73.25 | 64.51 | 65.31 | 64.51 |
| 739 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 67.53 | 64.81 | 65.21 | 64.65 | 65.08 | 68.15 | 70.29 | 64.80 | 69.15 | 65.15 | 64.73 | 63.16 | 69.46 | 63.22 | 62.83 | 68.92 | 63.18 | 63.10 | 73.61 | 63.27 | 64.98 | 64.49 | 72.82 | 64.81 | 64.58 | 64.73 |
| 752 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.87 | 65.09 | 73.21 | 64.70 | 68.01 | 69.03 | 73.59 | 63.93 | 64.16 | 65.55 | 67.36 | 64.03 | 72.56 | 63.66 | 70.61 | 70.28 | 74.88 | 63.81 | 74.98 | 63.72 | 64.31 | 62.97 | 73.37 | 63.96 | 64.07 | 63.92 |
| 753 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.31 | 65.00 | 65.28 | 64.65 | 64.81 | 64.66 | 73.26 | 64.35 | 63.79 | 63.98 | 64.34 | 74.89 | 73.32 | 62.54 | 63.83 | 68.17 | 63.33 | 54.65 | 70.04 | 62.88 | 63.36 | 53.07 | 72.95 | 64.41 | 64.65 | 65.10 |
| 754 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 65.83 | 65.36 | 65.51 | 65.08 | 64.59 | 64.81 | 66.96 | 69.39 | 56.70 | 65.33 | 64.29 | 64.10 | 73.47 | 69.79 | 64.11 | 69.46 | 63.08 | 64.41 | 63.43 | 55.64 | 57.19 | 64.98 | 73.64 | 65.26 | 52.24 | 54.24 |
| 755 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.30 | 64.89 | 65.16 | 67.47 | 65.33 | 66.32 | 68.63 | 63.95 | 64.97 | 70.07 | 63.64 | 68.38 | 73.11 | 64.76 | 63.98 | 70.69 | 69.57 | 64.70 | 68.54 | 75.09 | 54.61 | 63.69 | 64.60 | 65.21 | 68.06 | 74.31 |
| 768 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.80 | 65.12 | 63.96 | 62.84 | 63.85 | 62.15 | 84.53 | 56.21 | 63.43 | 57.85 | 63.82 | 63.63 | 69.01 | 55.41 | 63.74 | 52.53 | 63.45 | 73.16 | 74.49 | 75.28 | 65.24 | 64.18 | 54.18 | 62.91 | 63.59 | 62.94 |
| 769 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.57 | 64.88 | 66.43 | 65.84 | 65.72 | 68.64 | 73.57 | 65.31 | 59.45 | 65.15 | 64.71 | 64.54 | 68.24 | 65.21 | 64.77 | 68.62 | 84.14 | 64.53 | 66.33 | 74.58 | 65.37 | 63.34 | 72.98 | 66.22 | 64.82 | 65.50 |
| 770 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 66.74 | 65.68 | 65.20 | 64.82 | 65.25 | 63.93 | 66.65 | 54.82 | 73.75 | 69.33 | 66.06 | 64.44 | 64.85 | 72.90 | 65.37 | 54.06 | 65.06 | 63.78 | 73.95 | 73.79 | 53.79 | 65.35 | 65.25 | 65.30 | 65.50 | 65.22 |
| 771 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 64.78 | 64.97 | 67.34 | 65.16 | 64.48 | 68.09 | 64.94 | 53.81 | 66.35 | 65.80 | 69.14 | 74.23 | 73.18 | 73.03 | 63.41 | 65.02 | 65.06 | 65.01 | 64.24 | 74.77 | 65.80 | 65.51 | 66.96 | 64.82 | 65.58 | 65.03 |
| 784 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 67.93 | 64.69 | 56.77 | 65.68 | 65.32 | 68.11 | 71.94 | 64.07 | 67.52 | 65.63 | 74.55 | 74.81 | 69.29 | 64.07 | 68.84 | 66.68 | 51.68 | 62.98 | 75.41 | 63.18 | 63.28 | 53.98 | 73.40 | 69.87 | 65.24 | 64.97 |
| 785 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.44 | 65.72 | 62.99 | 66.41 | 64.74 | 64.19 | 69.23 | 64.68 | 65.32 | 65.42 | 74.18 | 63.87 | 72.35 | 70.22 | 63.56 | 64.22 | 63.80 | 67.98 | 63.57 | 73.82 | 64.62 | 65.41 | 73.70 | 64.12 | 68.53 | 65.13 |
| 786 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 66.35 | 65.34 | 65.22 | 65.57 | 65.80 | 68.09 | 65.04 | 64.67 | 67.40 | 70.56 | 75.03 | 64.02 | 72.10 | 63.30 | 62.81 | 73.61 | 52.41 | 65.48 | 70.85 | 55.77 | 63.00 | 54.33 | 72.89 | 64.54 | 64.34 | 64.71 |
| 787 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.12 | 65.28 | 65.28 | 65.28 | 64.67 | 74.62 | 65.34 | 64.27 | 73.86 | 67.89 | 63.62 | 64.56 | 72.32 | 63.93 | 64.31 | 55.09 | 64.00 | 67.96 | 64.49 | 63.47 | 64.11 | 63.83 | 73.38 | 64.61 | 65.06 | 64.79 |
| 800 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.23 | 65.06 | 65.04 | 64.32 | 65.47 | 74.88 | 74.28 | 64.17 | 65.39 | 65.45 | 68.38 | 63.84 | 67.79 | 63.10 | 63.20 | 67.81 | 69.04 | 68.34 | 67.80 | 70.11 | 64.59 | 53.35 | 73.54 | 64.02 | 63.96 | 65.18 |
| 801 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.48 | 65.44 | 65.78 | 65.70 | 64.75 | 65.22 | 68.01 | 65.65 | 63.38 | 64.12 | 67.92 | 63.45 | 68.32 | 69.81 | 64.82 | 86.75 | 74.27 | 73.38 | 75.02 | 64.26 | 53.69 | 64.28 | 63.92 | 64.51 | 64.40 | 64.85 |
| 802 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.39 | 66.16 | 68.06 | 65.41 | 64.89 | 64.36 | 74.41 | 55.16 | 69.60 | 65.14 | 75.20 | 63.37 | 67.52 | 63.46 | 63.89 | 70.39 | 70.22 | 64.39 | 69.51 | 68.52 | 62.58 | 65.46 | 64.54 | 64.38 | 51.92 | 64.62 |
| 803 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.85 | 70.93 | 68.44 | 67.07 | 64.82 | 63.80 | 65.74 | 64.09 | 68.09 | 64.91 | 75.06 | 62.63 | 69.12 | 63.54 | 63.91 | 72.78 | 67.85 | 73.40 | 63.52 | 63.06 | 52.70 | 63.92 | 63.28 | 63.63 | 63.55 | 64.81 |
| 816 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.99 | 65.07 | 66.69 | 65.42 | 67.34 | 72.81 | 63.85 | 64.42 | 65.33 | 73.83 | 64.20 | 73.00 | 64.30 | 63.89 | 73.04 | 54.47 | 65.25 | 70.98 | 64.84 | 64.76 | 65.17 | 72.21 | 65.86 | 65.51 | 64.78 |
| 817 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 65.21 | 66.00 | 64.51 | 65.39 | 64.95 | 62.37 | 64.54 | 65.26 | 65.53 | 64.42 | 75.31 | 65.18 | 72.73 | 59.23 | 63.10 | 53.93 | 50.10 | 72.43 | 74.08 | 74.83 | 50.32 | 64.21 | 72.24 | 65.63 | 73.46 | 64.84 |
| 818 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 56.35 | 65.22 | 66.00 | 64.68 | 64.73 | 74.07 | 73.86 | 56.22 | 68.17 | 64.84 | 74.69 | 74.03 | 65.79 | 64.40 | 63.49 | 73.16 | 52.99 | 64.43 | 64.09 | 63.32 | 62.18 | 64.35 | 63.68 | 63.21 | 62.45 | 64.40 |
| 819 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.75 | 65.60 | 64.85 | 66.06 | 65.70 | 66.66 | 69.25 | 64.57 | 65.67 | 65.53 | 69.61 | 64.09 | 72.53 | 55.06 | 64.94 | 70.81 | 64.37 | 73.45 | 70.10 | 75.60 | 65.09 | 52.26 | 64.51 | 65.63 | 65.94 | 55.75 |
| 832 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 66.15 | 65.28 | 66.04 | 64.45 | 64.82 | 63.38 | 73.27 | 63.36 | 72.86 | 64.95 | 63.88 | 67.48 | 67.81 | 69.71 | 64.66 | 73.17 | 64.87 | 73.58 | 56.20 | 64.68 | 63.87 | 64.97 | 64.68 | 64.94 | 63.55 | 64.01 |
| 833 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.62 | 63.93 | 64.92 | 64.83 | 64.68 | 64.85 | 73.70 | 63.95 | 73.37 | 64.14 | 75.01 | 63.96 | 64.63 | 73.27 | 63.89 | 74.08 | 73.45 | 72.34 | 74.52 | 69.92 | 63.95 | 63.62 | 73.05 | 51.95 | 64.17 | 64.74 |
| 834 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.80 | 64.59 | 68.32 | 64.69 | 68.44 | 64.12 | 72.00 | 69.07 | 70.23 | 53.94 | 64.55 | 75.12 | 70.21 | 64.21 | 63.90 | 73.84 | 63.91 | 64.30 | 75.10 | 62.51 | 65.13 | 52.32 | 64.44 | 64.12 | 54.23 | 63.92 |
| 835 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.09 | 65.45 | 67.68 | 65.75 | 65.03 | 59.63 | 71.66 | 64.25 | 56.12 | 64.28 | 74.03 | 66.99 | 70.12 | 64.04 | 64.54 | 72.76 | 64.16 | 63.52 | 67.86 | 66.76 | 64.36 | 64.31 | 53.26 | 64.32 | 68.34 | 53.63 |
| 848 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 64.60 | 65.29 | 68.68 | 69.19 | 64.79 | 64.25 | 73.22 | 55.58 | 64.21 | 63.71 | 68.91 | 63.63 | 71.94 | 64.43 | 63.46 | 71.12 | 63.61 | 68.97 | 74.38 | 62.59 | 53.55 | 63.02 | 65.04 | 63.82 | 64.78 | 63.62 |
| 849 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.06 | 65.83 | 64.61 | 65.83 | 65.42 | 64.22 | 68.21 | 54.91 | 64.68 | 64.95 | 75.05 | 62.42 | 73.55 | 64.04 | 63.27 | 73.11 | 63.63 | 69.23 | 64.02 | 68.94 | 54.47 | 65.81 | 55.02 | 64.40 | 65.04 | 50.62 |
| 850 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.72 | 65.42 | 65.64 | 66.23 | 65.00 | 73.74 | 66.13 | 63.45 | 71.09 | 65.30 | 64.62 | 63.56 | 72.81 | 63.27 | 63.88 | 73.18 | 68.56 | 64.62 | 71.11 | 74.11 | 65.24 | 52.71 | 65.97 | 64.35 | 64.62 | 64.73 |
| 851 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 66.00 | 68.59 | 67.39 | 63.84 | 64.86 | 75.24 | 64.33 | 63.57 | 73.27 | 64.28 | 74.98 | 86.74 | 68.81 | 62.68 | 63.49 | 72.32 | 63.34 | 70.82 | 75.06 | 63.12 | 63.29 | 63.68 | 54.06 | 65.50 | 53.49 | 65.11 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 384 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 50.98 | 59.52 | 61.50 | 59.34 | 74.03 | 56.99 | 50.86 | 58.58 | 60.32 | 59.01 | 55.20 | 56.42 | 58.09 | 58.67 | 58.79 | 59.06 | 56.44 | 60.12 | 55.25 | 76.30 | 59.70 | 59.96 | 60.97 | 60.68 | 60.65 | 59.26 |
| 385 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 60.04 | 59.95 | 71.59 | 59.52 | 59.22 | 56.62 | 58.89 | 56.78 | 87.07 | 56.81 | 50.09 | 57.81 | 50.84 | 47.31 | 55.83 | 57.32 | 56.87 | 58.82 | 55.67 | 56.36 | 58.40 | 58.46 | 57.51 | 58.44 | 58.31 | 57.78 |
| 386 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 71.93 | 59.83 | 59.77 | 58.97 | 51.36 | 74.65 | 57.90 | 59.18 | 56.49 | 58.80 | 55.45 | 56.99 | 75.59 | 57.68 | 58.09 | 73.89 | 58.78 | 57.96 | 54.19 | 56.06 | 58.59 | 58.53 | 58.68 | 58.19 | 59.09 | 57.42 |
| 387 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.75 | 59.85 | 60.35 | 58.72 | 58.26 | 57.81 | 50.46 | 57.17 | 59.18 | 57.67 | 56.75 | 57.19 | 83.43 | 75.78 | 58.23 | 56.87 | 59.30 | 57.95 | 74.87 | 76.32 | 57.48 | 57.31 | 57.74 | 57.81 | 56.45 | 58.19 |
| 400 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.05 | 58.14 | 59.27 | 49.17 | 58.05 | 55.95 | 73.76 | 58.05 | 53.51 | 56.70 | 57.43 | 55.40 | 57.31 | 57.75 | 56.07 | 57.55 | 57.22 | 57.25 | 54.91 | 54.21 | 58.25 | 58.14 | 59.30 | 58.68 | 58.38 | 59.64 |
| 401 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 49.17 | 58.54 | 57.20 | 58.11 | 58.46 | 54.86 | 74.49 | 56.59 | 58.03 | 75.82 | 76.63 | 57.46 | 76.14 | 57.32 | 58.47 | 50.08 | 56.91 | 57.22 | 57.32 | 56.72 | 58.95 | 58.66 | 56.09 | 56.79 | 56.46 | 57.21 |
| 402 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 75.13 | 73.69 | 59.38 | 57.99 | 59.50 | 57.74 | 60.68 | 57.72 | 75.43 | 57.72 | 75.56 | 57.26 | 74.58 | 59.39 | 57.76 | 50.25 | 57.99 | 58.58 | 76.82 | 56.00 | 58.14 | 57.00 | 57.55 | 56.98 | 57.89 | 56.63 |
| 403 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.95 | 59.80 | 50.31 | 59.38 | 58.95 | 75.43 | 73.45 | 75.24 | 56.96 | 74.76 | 49.17 | 49.17 | 75.91 | 56.49 | 56.54 | 75.49 | 55.24 | 56.54 | 56.08 | 54.33 | 57.48 | 57.16 | 57.10 | 55.77 | 57.93 | 56.93 |
| 416 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.28 | 60.16 | 59.39 | 59.10 | 59.57 | 56.88 | 49.17 | 58.23 | 75.51 | 75.58 | 56.47 | 55.95 | 75.41 | 57.05 | 57.90 | 76.82 | 57.33 | 74.74 | 91.17 | 76.28 | 60.06 | 58.29 | 57.98 | 56.88 | 57.14 | 57.32 |
| 417 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.22 | 58.70 | 59.53 | 58.67 | 59.19 | 69.49 | 75.98 | 76.50 | 57.04 | 57.77 | 76.85 | 55.82 | 58.87 | 57.45 | 56.17 | 76.45 | 57.14 | 56.84 | 54.64 | 54.88 | 76.13 | 58.12 | 56.99 | 55.83 | 56.60 | 58.01 |
| 418 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 75.15 | 59.44 | 59.01 | 57.35 | 58.85 | 57.65 | 75.85 | 57.31 | 76.21 | 58.01 | 69.96 | 56.44 | 76.01 | 57.25 | 57.08 | 76.06 | 57.20 | 57.46 | 56.55 | 55.97 | 56.80 | 57.87 | 57.57 | 56.98 | 57.23 | 49.17 |
| 419 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.78 | 58.48 | 75.23 | 58.86 | 75.05 | 57.29 | 69.20 | 57.45 | 75.91 | 58.31 | 76.99 | 70.26 | 75.46 | 56.60 | 56.44 | 76.54 | 57.62 | 56.58 | 76.51 | 56.48 | 56.99 | 56.02 | 56.07 | 56.76 | 57.63 | 89.69 |
| 432 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 57.67 | 57.49 | 57.17 | 57.84 | 65.15 | 55.10 | 50.98 | 56.76 | 51.35 | 56.72 | 55.70 | 55.29 | 50.35 | 58.19 | 57.02 | 49.17 | 55.35 | 56.81 | 54.32 | 54.00 | 58.69 | 59.19 | 57.46 | 56.13 | 57.55 | 56.46 |
| 433 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.06 | 58.07 | 49.84 | 58.64 | 50.09 | 57.15 | 73.80 | 75.36 | 47.78 | 57.25 | 56.20 | 56.59 | 57.55 | 57.96 | 57.71 | 59.23 | 56.02 | 74.39 | 56.08 | 57.10 | 59.23 | 59.07 | 56.83 | 57.73 | 60.24 | 59.26 |
| 434 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 60.34 | 60.53 | 74.84 | 58.01 | 59.10 | 76.43 | 60.47 | 57.84 | 57.70 | 59.21 | 85.34 | 50.12 | 73.76 | 57.89 | 58.43 | 50.80 | 57.82 | 57.43 | 56.80 | 55.88 | 57.81 | 57.60 | 56.94 | 58.68 | 57.12 | 57.04 |
| 435 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.34 | 58.44 | 50.69 | 59.51 | 73.75 | 55.15 | 67.28 | 49.17 | 58.07 | 58.31 | 55.93 | 57.13 | 58.29 | 57.08 | 58.04 | 50.28 | 58.10 | 56.88 | 54.34 | 54.23 | 59.09 | 57.64 | 57.75 | 58.47 | 58.22 | 58.37 |
| 448 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 57.61 | 58.42 | 73.49 | 58.82 | 49.17 | 54.34 | 72.86 | 56.54 | 58.00 | 75.06 | 57.02 | 55.74 | 57.72 | 57.05 | 56.67 | 49.17 | 56.16 | 57.45 | 55.71 | 54.60 | 49.17 | 58.22 | 58.57 | 58.47 | 49.17 | 57.85 |
| 449 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.69 | 60.23 | 60.68 | 59.66 | 58.40 | 58.49 | 74.34 | 57.77 | 58.02 | 57.03 | 76.58 | 56.98 | 75.53 | 57.25 | 57.85 | 75.23 | 75.97 | 58.75 | 57.44 | 56.51 | 57.38 | 57.03 | 75.85 | 56.50 | 58.57 | 59.11 |
| 450 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 71.71 | 58.72 | 51.36 | 58.38 | 59.76 | 57.88 | 74.80 | 58.54 | 59.77 | 58.77 | 76.75 | 57.69 | 49.66 | 58.20 | 56.93 | 58.32 | 57.27 | 57.24 | 55.64 | 56.98 | 58.31 | 58.09 | 58.27 | 57.36 | 57.54 | 57.18 |
| 451 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.05 | 59.48 | 58.35 | 58.84 | 59.10 | 50.20 | 73.27 | 75.63 | 58.44 | 83.57 | 56.59 | 56.63 | 58.59 | 57.69 | 56.76 | 75.89 | 56.81 | 75.06 | 56.84 | 57.06 | 57.49 | 58.00 | 57.15 | 55.98 | 57.29 | 57.48 |
| 464 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.91 | 58.12 | 73.00 | 74.35 | 58.42 | 56.90 | 74.50 | 57.79 | 50.13 | 58.11 | 56.06 | 55.69 | 76.50 | 58.00 | 57.41 | 50.98 | 57.00 | 58.21 | 57.35 | 55.37 | 59.34 | 56.24 | 58.01 | 57.07 | 57.27 | 57.08 |
| 465 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 58.10 | 59.10 | 58.50 | 74.64 | 58.50 | 57.79 | 86.27 | 57.96 | 58.01 | 50.44 | 56.24 | 57.64 | 55.90 | 75.15 | 57.14 | 76.70 | 49.17 | 58.07 | 56.57 | 56.68 | 56.70 | 57.46 | 56.44 | 56.50 | 56.96 | 57.83 |
| 466 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.88 | 57.20 | 74.65 | 57.95 | 58.87 | 57.66 | 59.22 | 57.81 | 50.39 | 57.44 | 55.80 | 76.38 | 76.18 | 68.64 | 57.95 | 57.20 | 56.15 | 74.35 | 57.41 | 57.05 | 58.80 | 57.00 | 57.39 | 58.03 | 57.15 | 49.17 |
| 467 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.59 | 58.87 | 58.96 | 59.09 | 59.19 | 56.93 | 74.83 | 57.77 | 88.74 | 88.81 | 57.71 | 90.23 | 56.31 | 56.35 | 56.79 | 74.88 | 57.18 | 57.59 | 56.47 | 70.05 | 57.85 | 57.20 | 58.46 | 57.78 | 57.70 | 58.33 |
| 480 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.88 | 58.36 | 58.09 | 58.62 | 72.47 | 54.89 | 59.20 | 59.80 | 56.49 | 58.67 | 56.00 | 55.67 | 75.48 | 56.66 | 57.27 | 50.81 | 56.42 | 57.74 | 53.73 | 53.62 | 57.14 | 55.37 | 57.57 | 58.64 | 57.58 | 56.20 |
| 481 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 59.53 | 59.32 | 58.22 | 49.68 | 58.66 | 76.10 | 50.35 | 57.45 | 57.83 | 58.43 | 76.50 | 56.79 | 59.16 | 57.16 | 58.21 | 75.52 | 57.25 | 58.07 | 67.83 | 56.88 | 58.59 | 42.81 | 49.17 | 57.68 | 57.34 | 57.30 |
| 482 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 71.69 | 59.34 | 57.64 | 49.17 | 59.43 | 57.63 | 62.03 | 57.99 | 60.08 | 58.52 | 57.75 | 58.69 | 64.41 | 56.62 | 58.30 | 57.15 | 57.84 | 55.59 | 54.75 | 56.27 | 58.93 | 59.65 | 57.17 | 58.03 | 57.88 | 60.55 |
| 483 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 71.45 | 72.95 | 49.67 | 49.17 | 57.81 | 50.60 | 49.82 | 55.42 | 56.47 | 74.58 | 55.86 | 49.61 | 74.28 | 54.70 | 49.17 | 74.74 | 54.75 | 74.36 | 54.18 | 53.83 | 55.92 | 52.90 | 53.56 | 53.35 | 55.05 | 54.14 |
| 496 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.04 | 58.49 | 58.43 | 56.94 | 58.26 | 55.54 | 74.51 | 56.23 | 56.44 | 57.66 | 57.68 | 58.54 | 61.20 | 57.92 | 57.28 | 67.10 | 57.71 | 57.64 | 57.04 | 55.87 | 60.06 | 58.03 | 58.18 | 56.39 | 56.96 | 58.83 |
| 497 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 57.98 | 71.72 | 59.59 | 58.15 | 57.84 | 76.14 | 74.81 | 57.84 | 75.14 | 51.10 | 76.51 | 56.20 | 76.43 | 49.93 | 49.17 | 74.93 | 76.04 | 55.68 | 50.14 | 48.77 | 56.30 | 57.84 | 57.28 | 56.06 | 45.44 | 56.67 |
| 498 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.35 | 59.99 | 50.43 | 58.59 | 74.94 | 57.50 | 58.42 | 74.31 | 58.30 | 57.73 | 56.53 | 57.26 | 75.84 | 57.81 | 58.73 | 57.18 | 55.85 | 59.33 | 54.80 | 54.67 | 57.90 | 58.77 | 56.80 | 56.91 | 58.38 | 57.10 |
| 499 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 71.90 | 58.79 | 73.58 | 58.49 | 58.14 | 75.29 | 73.28 | 57.83 | 75.32 | 57.83 | 69.18 | 57.08 | 75.23 | 50.51 | 57.13 | 51.08 | 57.60 | 58.61 | 88.84 | 56.88 | 56.81 | 58.18 | 57.74 | 56.98 | 57.05 | 55.83 |
| 512 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.41 | 58.51 | 58.96 | 57.91 | 60.36 | 76.44 | 74.52 | 57.44 | 67.56 | 56.03 | 76.66 | 57.01 | 75.62 | 57.31 | 56.00 | 75.40 | 57.03 | 57.37 | 55.06 | 56.14 | 55.73 | 57.88 | 56.52 | 56.03 | 57.84 | 55.92 |
| 513 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.22 | 49.17 | 75.07 | 58.85 | 74.68 | 58.37 | 56.60 | 57.47 | 56.78 | 54.94 | 69.36 | 91.16 | 56.75 | 57.50 | 75.70 | 75.74 | 76.26 | 55.71 | 56.60 | 57.48 | 58.15 | 56.58 | 56.81 | 56.58 | 56.62 |
| 514 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.63 | 58.76 | 50.13 | 58.91 | 58.32 | 75.70 | 73.50 | 58.26 | 74.50 | 59.16 | 76.83 | 55.92 | 75.71 | 57.13 | 58.25 | 56.13 | 57.46 | 57.47 | 56.45 | 56.31 | 58.17 | 57.85 | 56.91 | 56.72 | 57.18 | 56.15 |
| 515 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.97 | 57.34 | 58.30 | 58.91 | 74.63 | 56.48 | 75.90 | 57.35 | 51.07 | 50.65 | 76.68 | 57.00 | 76.74 | 62.69 | 56.26 | 56.64 | 56.60 | 56.94 | 55.63 | 57.11 | 56.39 | 55.81 | 56.48 | 56.68 | 56.04 | 56.70 |
| 528 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.19 | 57.80 | 54.22 | 58.98 | 60.23 | 56.15 | 73.80 | 58.31 | 59.75 | 58.39 | 57.45 | 54.09 | 75.54 | 57.68 | 57.69 | 74.82 | 58.40 | 74.74 | 50.41 | 56.46 | 62.61 | 59.11 | 60.64 | 58.02 | 58.90 | 59.94 |
| 529 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.87 | 58.94 | 57.46 | 57.88 | 57.90 | 54.94 | 58.47 | 56.64 | 50.67 | 56.91 | 56.34 | 53.95 | 74.72 | 56.45 | 57.20 | 47.09 | 56.64 | 55.81 | 56.53 | 56.19 | 56.65 | 57.42 | 56.72 | 57.38 | 57.40 | 58.04 |
| 530 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 50.84 | 57.70 | 58.16 | 58.94 | 59.39 | 57.44 | 72.15 | 58.49 | 57.62 | 58.19 | 55.84 | 55.84 | 57.52 | 56.90 | 57.30 | 57.30 | 55.29 | 49.78 | 57.59 | 56.77 | 57.36 | 56.24 | 57.72 | 60.42 | 58.10 | 56.31 |
| 531 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 51.34 | 58.13 | 57.94 | 58.31 | 58.75 | 56.57 | 60.11 | 59.91 | 50.69 | 57.94 | 88.68 | 56.97 | 75.06 | 57.36 | 58.56 | 58.77 | 57.69 | 73.57 | 57.21 | 55.93 | 60.62 | 57.95 | 59.57 | 58.84 | 58.16 | 57.06 |
| 544 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.49 | 60.92 | 58.86 | 58.90 | 60.42 | 57.53 | 72.73 | 58.18 | 60.15 | 58.28 | 56.85 | 56.19 | 74.00 | 57.25 | 74.49 | 59.38 | 57.30 | 58.11 | 54.96 | 55.33 | 57.35 | 57.56 | 57.81 | 57.60 | 57.58 | 57.66 |
| 545 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 59.77 | 58.48 | 58.54 | 57.25 | 56.77 | 56.68 | 57.25 | 57.50 | 58.22 | 58.68 | 75.70 | 77.34 | 75.23 | 57.64 | 56.23 | 49.65 | 56.93 | 57.01 | 75.39 | 50.25 | 58.50 | 56.57 | 57.25 | 56.95 | 57.99 | 57.40 |
| 546 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.54 | 58.94 | 50.55 | 57.81 | 60.13 | 75.28 | 59.09 | 57.53 | 59.72 | 59.93 | 76.25 | 57.78 | 75.06 | 58.13 | 58.15 | 44.80 | 58.03 | 50.14 | 57.15 | 56.65 | 59.26 | 58.08 | 56.79 | 58.11 | 57.94 | 57.36 |
| 547 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 74.44 | 57.92 | 56.94 | 57.61 | 58.52 | 76.05 | 57.20 | 76.23 | 56.48 | 57.15 | 76.91 | 56.67 | 75.19 | 57.03 | 57.62 | 75.54 | 58.21 | 50.49 | 55.16 | 54.72 | 56.79 | 58.29 | 56.20 | 86.97 | 57.55 | 55.96 |
| 560 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.73 | 56.73 | 57.57 | 59.10 | 49.17 | 50.21 | 73.40 | 58.44 | 84.57 | 57.36 | 75.35 | 56.14 | 74.78 | 75.74 | 57.34 | 57.98 | 57.46 | 75.10 | 76.05 | 55.91 | 57.95 | 57.77 | 57.07 | 57.40 | 56.77 | 56.93 |
| 561 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 50.18 | 59.16 | 58.92 | 57.87 | 58.80 | 57.17 | 57.12 | 57.95 | 75.44 | 58.41 | 69.17 | 56.79 | 68.58 | 57.50 | 57.88 | 57.05 | 57.10 | 57.49 | 77.48 | 53.60 | 57.46 | 57.08 | 87.72 | 56.83 | 57.33 | 56.21 |
| 562 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.22 | 59.59 | 59.55 | 58.18 | 58.28 | 57.61 | 67.73 | 75.15 | 57.05 | 74.93 | 58.14 | 57.01 | 75.00 | 56.88 | 58.31 | 58.66 | 57.78 | 76.21 | 57.01 | 56.37 | 57.76 | 57.28 | 57.32 | 57.46 | 57.02 | 57.97 |
| 563 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 74.17 | 58.87 | 73.54 | 58.07 | 59.11 | 57.55 | 58.53 | 57.34 | 75.65 | 50.80 | 57.33 | 57.78 | 57.87 | 57.42 | 57.94 | 88.36 | 57.12 | 75.51 | 56.62 | 55.39 | 58.37 | 57.57 | 56.71 | 57.57 | 57.62 | 56.74 |
| 576 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 59.01 | 59.37 | 58.26 | 59.63 | 49.17 | 56.09 | 74.28 | 57.84 | 58.95 | 56.81 | 56.43 | 56.35 | 75.20 | 58.51 | 56.80 | 57.85 | 57.40 | 55.79 | 57.08 | 50.25 | 57.48 | 59.49 | 58.34 | 58.94 | 57.83 | 58.25 |
| 577 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.67 | 57.07 | 59.22 | 56.72 | 57.21 | 55.66 | 86.61 | 56.08 | 75.63 | 55.32 | 73.80 | 56.65 | 74.28 | 56.26 | 55.86 | 56.29 | 55.56 | 56.41 | 55.82 | 56.13 | 59.37 | 56.47 | 57.20 | 56.51 | 57.18 | 56.97 |
| 578 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.20 | 59.14 | 60.09 | 59.56 | 58.66 | 58.16 | 50.47 | 58.90 | 50.22 | 59.89 | 54.81 | 56.27 | 74.11 | 58.14 | 58.10 | 58.44 | 57.19 | 58.77 | 56.98 | 56.11 | 58.23 | 58.76 | 58.48 | 58.81 | 58.09 | 59.03 |
| 579 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.22 | 71.16 | 58.33 | 55.78 | 60.11 | 73.37 | 59.63 | 58.33 | 55.71 | 58.69 | 50.47 | 57.12 | 74.50 | 57.39 | 57.22 | 56.91 | 57.42 | 59.76 | 56.48 | 55.92 | 58.90 | 57.85 | 58.17 | 57.06 | 58.15 | 57.97 |
| 592 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.64 | 58.15 | 58.62 | 59.19 | 58.96 | 56.08 | 58.38 | 57.40 | 74.31 | 74.09 | 87.36 | 56.78 | 73.53 | 57.30 | 57.51 | 57.68 | 56.47 | 57.50 | 50.57 | 56.66 | 57.89 | 59.75 | 56.01 | 57.17 | 57.34 | 57.25 |
| 593 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.41 | 56.19 | 58.36 | 57.52 | 58.75 | 56.93 | 74.11 | 58.91 | 67.01 | 58.44 | 56.80 | 56.91 | 74.92 | 57.19 | 58.00 | 76.56 | 57.60 | 57.70 | 54.90 | 56.30 | 57.24 | 58.96 | 57.59 | 57.48 | 57.87 | 56.69 |
| 594 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.21 | 56.31 | 50.00 | 57.26 | 73.24 | 57.51 | 73.97 | 56.76 | 50.47 | 55.69 | 74.70 | 56.16 | 75.71 | 57.13 | 56.84 | 67.98 | 55.10 | 56.85 | 75.90 | 56.25 | 55.58 | 56.37 | 56.77 | 55.67 | 57.79 | 58.35 |
| 595 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.13 | 59.43 | 59.64 | 59.27 | 59.17 | 56.83 | 74.28 | 58.39 | 72.82 | 59.29 | 55.49 | 57.80 | 76.30 | 56.59 | 57.99 | 75.92 | 57.77 | 58.62 | 76.45 | 69.95 | 58.04 | 59.25 | 57.69 | 57.89 | 57.57 | 56.82 |
| 608 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 75.13 | 58.70 | 59.28 | 59.01 | 73.99 | 56.91 | 75.25 | 58.75 | 58.26 | 56.44 | 75.48 | 57.71 | 58.25 | 57.31 | 58.12 | 58.72 | 67.69 | 85.41 | 56.08 | 69.72 | 58.17 | 57.49 | 57.22 | 57.18 | 57.81 | 56.67 |
| 609 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 59.82 | 59.22 | 73.95 | 57.16 | 58.34 | 76.42 | 73.86 | 56.87 | 56.58 | 76.70 | 75.90 | 56.68 | 57.41 | 57.38 | 58.15 | 76.02 | 57.72 | 56.87 | 57.03 | 76.60 | 56.15 | 57.47 | 57.71 | 56.81 | 56.96 | 57.49 |
| 610 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.18 | 57.61 | 58.46 | 58.71 | 59.84 | 57.57 | 74.45 | 57.91 | 75.12 | 57.68 | 70.40 | 56.79 | 50.49 | 57.90 | 58.17 | 76.72 | 57.52 | 57.91 | 57.84 | 77.15 | 57.19 | 58.45 | 76.63 | 57.81 | 56.47 | 57.53 |
| 611 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.94 | 58.20 | 72.87 | 58.06 | 59.22 | 56.19 | 75.27 | 57.70 | 57.96 | 58.04 | 76.65 | 57.55 | 76.74 | 57.37 | 56.28 | 58.47 | 57.41 | 75.12 | 75.65 | 55.57 | 58.47 | 57.31 | 56.84 | 56.86 | 57.12 | 57.69 |
| 624 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.75 | 58.96 | 57.78 | 58.42 | 63.60 | 56.23 | 51.42 | 60.65 | 58.91 | 58.99 | 56.04 | 54.93 | 73.71 | 58.55 | 57.91 | 74.84 | 56.56 | 58.66 | 55.65 | 53.81 | 57.92 | 59.52 | 58.68 | 59.02 | 58.91 | 58.78 |
| 625 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 60.60 | 59.65 | 59.09 | 59.22 | 60.64 | 56.80 | 60.13 | 58.63 | 58.68 | 59.80 | 57.29 | 57.30 | 74.64 | 59.22 | 58.65 | 75.48 | 58.33 | 52.06 | 57.48 | 56.40 | 57.67 | 60.73 | 58.10 | 60.23 | 59.12 | 58.81 |
| 626 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 56.26 | 56.71 | 52.09 | 57.98 | 56.60 | 56.31 | 75.27 | 56.29 | 75.81 | 57.22 | 54.28 | 55.89 | 57.67 | 55.25 | 56.70 | 76.11 | 56.50 | 56.46 | 75.96 | 54.94 | 56.82 | 56.16 | 57.25 | 56.88 | 57.19 | 56.32 |
| 627 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 61.87 | 61.08 | 61.28 | 62.23 | 61.67 | 88.12 | 60.22 | 60.06 | 61.46 | 60.72 | 56.81 | 59.05 | 60.79 | 50.88 | 59.39 | 61.30 | 59.91 | 59.50 | 57.68 | 58.87 | 61.54 | 61.01 | 62.38 | 60.64 | 60.43 | 61.97 |
| 640 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.59 | 57.69 | 58.80 | 59.78 | 72.35 | 76.59 | 73.13 | 57.44 | 57.99 | 57.98 | 56.99 | 56.22 | 74.91 | 57.74 | 57.36 | 75.00 | 57.67 | 56.63 | 69.82 | 55.39 | 60.38 | 57.29 | 57.27 | 57.11 | 58.50 | 56.72 |
| 641 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.97 | 73.28 | 57.56 | 58.06 | 56.02 | 74.59 | 58.25 | 56.94 | 81.78 | 75.19 | 56.56 | 57.01 | 58.16 | 88.61 | 56.05 | 76.44 | 56.50 | 75.04 | 76.20 | 55.19 | 57.85 | 56.59 | 56.75 | 56.36 | 56.31 | 56.09 |
| 642 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 57.51 | 59.13 | 58.74 | 58.62 | 58.52 | 76.46 | 58.53 | 57.86 | 72.67 | 50.76 | 75.40 | 56.79 | 89.70 | 56.73 | 56.43 | 75.79 | 74.98 | 57.16 | 75.60 | 55.87 | 58.71 | 56.87 | 56.95 | 57.11 | 56.49 | 58.37 |
| 643 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.61 | 74.35 | 57.42 | 58.44 | 58.13 | 49.70 | 50.99 | 57.43 | 57.12 | 55.59 | 57.43 | 54.54 | 45.84 | 57.50 | 56.32 | 55.43 | 56.84 | 44.20 | 55.60 | 55.85 | 57.12 | 56.46 | 57.07 | 55.55 | 56.68 | 56.52 |
| 656 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 49.88 | 73.70 | 57.37 | 58.83 | 56.36 | 91.73 | 75.50 | 58.75 | 58.88 | 55.78 | 77.01 | 57.19 | 74.96 | 76.29 | 56.83 | 75.24 | 57.05 | 57.58 | 56.42 | 56.51 | 57.32 | 58.83 | 58.42 | 56.89 | 55.90 | 58.38 |
| 657 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.09 | 58.23 | 74.60 | 58.26 | 59.22 | 76.95 | 75.52 | 56.78 | 74.54 | 75.70 | 56.21 | 70.09 | 74.14 | 57.29 | 56.74 | 49.51 | 75.70 | 75.49 | 56.06 | 55.17 | 57.46 | 56.87 | 57.16 | 55.21 | 57.99 | 58.00 |
| 658 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 56.18 | 59.01 | 58.15 | 57.73 | 59.59 | 56.32 | 73.48 | 57.42 | 57.32 | 58.20 | 75.20 | 56.02 | 88.53 | 57.25 | 57.60 | 76.53 | 56.99 | 76.65 | 56.95 | 52.97 | 57.50 | 55.58 | 57.43 | 57.35 | 57.27 | 56.41 |
| 659 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.73 | 59.69 | 73.88 | 58.32 | 58.73 | 55.24 | 59.14 | 57.55 | 57.89 | 58.04 | 76.36 | 57.69 | 75.41 | 58.03 | 56.98 | 75.69 | 76.06 | 57.11 | 57.35 | 56.52 | 57.29 | 57.15 | 57.00 | 57.08 | 57.42 | 56.67 |
| 672 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.47 | 56.76 | 56.64 | 57.10 | 68.89 | 56.23 | 68.49 | 56.18 | 56.11 | 56.47 | 75.83 | 68.47 | 75.28 | 54.66 | 57.13 | 46.71 | 55.42 | 67.31 | 75.87 | 69.79 | 54.47 | 53.96 | 54.96 | 55.58 | 56.59 | 53.05 |
| 673 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 57.25 | 55.68 | 66.93 | 57.99 | 57.43 | 57.26 | 75.32 | 56.98 | 53.98 | 56.97 | 68.15 | 68.54 | 76.05 | 57.36 | 57.66 | 46.31 | 55.50 | 53.46 | 55.65 | 55.58 | 57.74 | 55.72 | 56.70 | 56.84 | 57.12 | 56.50 |
| 674 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 56.54 | 57.85 | 57.90 | 58.21 | 57.94 | 56.83 | 57.83 | 57.35 | 56.61 | 66.06 | 57.57 | 57.18 | 75.60 | 57.49 | 57.87 | 74.94 | 57.40 | 57.11 | 49.54 | 75.51 | 55.23 | 86.13 | 56.99 | 56.04 | 56.15 | 56.35 |
| 675 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.15 | 58.11 | 58.27 | 59.25 | 59.15 | 76.30 | 67.70 | 59.01 | 68.77 | 58.60 | 57.40 | 57.44 | 74.50 | 50.06 | 58.91 | 68.95 | 70.09 | 69.08 | 75.80 | 57.54 | 57.93 | 56.36 | 75.91 | 56.63 | 58.95 | 58.26 |
| 688 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 59.16 | 58.44 | 67.69 | 59.50 | 59.65 | 75.17 | 58.73 | 58.26 | 58.21 | 58.25 | 58.36 | 57.95 | 73.69 | 49.11 | 69.67 | 75.66 | 57.37 | 74.62 | 58.12 | 71.15 | 57.05 | 44.06 | 76.92 | 56.86 | 69.08 | 57.83 |
| 689 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 53.67 | 58.30 | 58.62 | 58.12 | 57.74 | 75.65 | 57.72 | 57.48 | 55.25 | 57.46 | 76.38 | 55.83 | 68.31 | 66.64 | 58.32 | 67.46 | 58.51 | 68.99 | 58.05 | 75.94 | 56.20 | 56.21 | 76.22 | 43.70 | 57.41 | 56.62 |
| 690 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 58.38 | 57.81 | 57.93 | 57.85 | 58.21 | 57.78 | 74.84 | 67.38 | 57.53 | 56.80 | 75.74 | 57.63 | 67.54 | 59.29 | 57.72 | 75.60 | 57.70 | 55.59 | 76.55 | 76.02 | 57.01 | 56.74 | 44.93 | 47.32 | 57.19 | 43.59 |
| 691 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 68.61 | 59.07 | 58.75 | 58.73 | 59.28 | 58.09 | 73.81 | 57.63 | 74.94 | 57.74 | 75.40 | 57.89 | 66.14 | 47.09 | 58.77 | 75.08 | 69.18 | 68.06 | 74.80 | 56.51 | 58.21 | 57.30 | 58.20 | 57.07 | 57.80 | 57.57 |
| 704 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 68.74 | 68.91 | 58.15 | 58.39 | 58.35 | 68.07 | 74.72 | 67.51 | 58.42 | 58.63 | 76.60 | 58.26 | 68.59 | 68.94 | 59.34 | 69.63 | 46.58 | 56.99 | 58.19 | 70.05 | 57.85 | 55.16 | 75.55 | 57.44 | 57.59 | 57.10 |
| 705 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 67.51 | 58.04 | 57.39 | 58.00 | 58.51 | 76.32 | 69.25 | 46.38 | 57.54 | 67.97 | 57.23 | 57.75 | 68.05 | 58.13 | 57.47 | 68.28 | 56.96 | 69.12 | 76.93 | 56.48 | 56.18 | 44.57 | 56.96 | 56.26 | 56.45 | 55.87 |
| 706 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 68.73 | 69.26 | 58.70 | 58.60 | 59.46 | 58.06 | 67.14 | 59.04 | 58.15 | 68.11 | 57.78 | 68.78 | 68.09 | 57.56 | 57.85 | 76.06 | 48.65 | 57.39 | 68.69 | 75.77 | 57.61 | 57.05 | 50.83 | 56.19 | 58.61 | 56.72 |
| 707 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 67.70 | 57.79 | 57.97 | 58.33 | 58.65 | 68.64 | 75.57 | 56.82 | 68.91 | 57.07 | 76.62 | 70.44 | 67.16 | 74.39 | 57.85 | 57.09 | 58.02 | 67.68 | 76.89 | 55.67 | 45.89 | 44.31 | 76.54 | 56.98 | 57.17 | 55.37 |
| 720 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.44 | 58.90 | 58.79 | 57.85 | 59.01 | 57.70 | 67.89 | 44.99 | 57.79 | 57.18 | 57.40 | 68.51 | 75.12 | 58.03 | 57.83 | 75.89 | 56.24 | 56.91 | 75.21 | 69.41 | 56.96 | 56.51 | 76.94 | 57.98 | 56.28 | 46.04 |
| 721 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.74 | 58.20 | 58.63 | 58.75 | 73.62 | 57.85 | 67.54 | 57.41 | 57.66 | 57.53 | 75.95 | 56.21 | 58.43 | 57.56 | 58.65 | 75.49 | 57.43 | 57.47 | 76.07 | 56.85 | 56.89 | 57.05 | 57.55 | 57.48 | 57.60 | 47.17 |
| 722 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.11 | 55.01 | 56.86 | 57.75 | 57.33 | 56.78 | 67.79 | 56.27 | 48.67 | 56.69 | 56.99 | 76.76 | 75.84 | 56.18 | 57.88 | 75.32 | 56.28 | 74.59 | 74.96 | 76.46 | 55.36 | 54.91 | 77.25 | 55.74 | 55.73 | 55.00 |
| 723 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.92 | 58.76 | 67.56 | 58.34 | 59.07 | 57.43 | 59.37 | 57.33 | 58.62 | 57.79 | 75.74 | 69.17 | 57.36 | 57.41 | 57.98 | 66.96 | 58.55 | 49.56 | 76.13 | 76.53 | 57.10 | 58.23 | 75.98 | 57.32 | 57.82 | 57.69 |
| 736 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.86 | 59.01 | 67.05 | 59.50 | 58.45 | 76.26 | 73.75 | 58.35 | 56.10 | 68.36 | 75.61 | 58.62 | 67.42 | 48.07 | 58.34 | 70.42 | 46.24 | 58.07 | 70.41 | 69.11 | 56.26 | 56.90 | 76.89 | 55.96 | 57.25 | 59.06 |
| 737 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.12 | 58.51 | 58.46 | 58.74 | 58.90 | 68.48 | 59.09 | 66.85 | 67.90 | 54.02 | 76.21 | 57.26 | 68.30 | 57.97 | 58.60 | 57.30 | 68.46 | 74.25 | 76.11 | 55.83 | 58.03 | 56.48 | 76.61 | 43.25 | 57.50 | 57.29 |
| 738 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.38 | 58.37 | 52.96 | 58.76 | 59.07 | 69.39 | 58.06 | 67.45 | 58.76 | 58.47 | 58.00 | 57.80 | 74.29 | 59.63 | 68.54 | 68.78 | 58.27 | 58.52 | 57.58 | 57.27 | 58.46 | 57.81 | 75.07 | 57.58 | 59.12 | 58.00 |
| 739 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 68.16 | 58.39 | 58.18 | 58.49 | 58.88 | 68.87 | 70.23 | 57.71 | 67.28 | 58.04 | 57.68 | 57.95 | 67.59 | 57.47 | 58.09 | 68.87 | 57.82 | 56.42 | 76.16 | 57.04 | 57.64 | 57.46 | 76.03 | 56.81 | 56.91 | 57.87 |
| 752 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 68.19 | 58.26 | 74.68 | 58.12 | 68.23 | 69.60 | 74.86 | 58.24 | 57.90 | 57.75 | 69.25 | 58.92 | 74.40 | 58.55 | 70.79 | 69.96 | 75.62 | 57.83 | 76.00 | 57.62 | 58.53 | 56.84 | 76.62 | 56.79 | 56.27 | 56.55 |
| 753 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 58.60 | 58.70 | 57.72 | 58.19 | 58.53 | 57.64 | 74.74 | 57.00 | 57.23 | 57.19 | 58.25 | 75.36 | 76.09 | 57.31 | 58.15 | 68.44 | 57.40 | 48.71 | 68.49 | 56.33 | 56.56 | 44.52 | 76.53 | 57.12 | 56.47 | 57.02 |
| 754 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 59.01 | 58.72 | 58.98 | 58.63 | 58.62 | 57.94 | 66.62 | 68.81 | 49.60 | 58.56 | 57.30 | 57.04 | 75.15 | 68.31 | 57.84 | 67.94 | 57.12 | 58.30 | 56.76 | 50.26 | 48.53 | 58.20 | 76.25 | 57.44 | 43.50 | 46.51 |
| 755 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.68 | 58.54 | 58.90 | 67.57 | 59.52 | 68.32 | 68.51 | 58.54 | 58.73 | 68.55 | 58.94 | 68.01 | 74.89 | 59.57 | 58.72 | 71.18 | 69.10 | 59.48 | 69.61 | 75.56 | 45.85 | 56.47 | 57.31 | 56.73 | 69.32 | 75.85 |
| 768 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.07 | 58.05 | 58.14 | 56.82 | 57.74 | 54.75 | 87.82 | 50.92 | 56.67 | 51.87 | 56.77 | 58.25 | 67.08 | 48.75 | 58.18 | 47.00 | 57.08 | 74.91 | 76.12 | 77.15 | 57.04 | 56.53 | 49.15 | 55.91 | 56.98 | 56.06 |
| 769 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 58.15 | 58.66 | 59.23 | 59.02 | 59.32 | 68.10 | 74.48 | 57.87 | 53.27 | 57.60 | 58.32 | 57.59 | 67.91 | 58.50 | 58.79 | 67.87 | 87.28 | 57.75 | 58.25 | 75.86 | 57.43 | 56.82 | 75.81 | 57.71 | 58.01 | 57.84 |
| 770 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 60.63 | 59.12 | 58.59 | 58.95 | 58.65 | 56.57 | 60.51 | 48.92 | 74.84 | 67.94 | 58.00 | 57.84 | 58.49 | 74.44 | 59.51 | 45.20 | 57.69 | 56.03 | 75.85 | 75.12 | 44.80 | 58.89 | 57.30 | 57.25 | 57.74 | 56.88 |
| 771 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.05 | 58.45 | 67.52 | 58.44 | 58.99 | 68.15 | 58.98 | 46.21 | 58.98 | 57.88 | 70.63 | 76.20 | 75.10 | 75.53 | 58.11 | 57.75 | 57.81 | 57.65 | 56.79 | 76.97 | 58.29 | 58.14 | 59.80 | 57.48 | 57.86 | 57.44 |
| 784 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.02 | 58.26 | 51.98 | 59.02 | 58.68 | 69.68 | 73.15 | 58.09 | 67.81 | 58.11 | 76.12 | 75.30 | 67.53 | 58.57 | 70.01 | 67.64 | 46.52 | 55.24 | 76.00 | 54.39 | 56.29 | 44.80 | 76.07 | 69.69 | 57.16 | 57.52 |
| 785 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.17 | 58.69 | 55.77 | 59.58 | 58.36 | 57.56 | 67.47 | 57.84 | 57.67 | 57.52 | 75.13 | 58.18 | 74.85 | 68.95 | 58.31 | 57.34 | 57.69 | 68.05 | 58.00 | 76.58 | 56.70 | 58.32 | 77.17 | 56.54 | 69.61 | 57.82 |
| 786 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 59.84 | 58.55 | 58.62 | 59.27 | 59.54 | 68.19 | 58.73 | 57.17 | 66.60 | 67.81 | 76.00 | 58.06 | 74.66 | 57.68 | 57.79 | 75.15 | 44.83 | 58.71 | 69.36 | 50.27 | 56.43 | 46.41 | 76.55 | 56.22 | 56.04 | 57.03 |
| 787 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.84 | 58.64 | 58.07 | 58.14 | 57.90 | 75.42 | 59.43 | 57.89 | 75.28 | 66.52 | 57.70 | 57.19 | 75.00 | 58.82 | 58.08 | 48.57 | 57.76 | 67.82 | 57.54 | 56.96 | 56.93 | 56.35 | 76.76 | 57.55 | 57.06 | 56.72 |
| 800 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.17 | 58.76 | 57.98 | 58.51 | 57.65 | 75.36 | 74.50 | 57.70 | 58.52 | 59.00 | 69.13 | 58.25 | 69.33 | 57.58 | 58.15 | 67.11 | 69.37 | 69.93 | 69.49 | 70.27 | 57.98 | 44.55 | 76.55 | 56.55 | 56.77 | 56.42 |
| 801 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 58.80 | 59.37 | 59.88 | 58.86 | 58.61 | 65.61 | 57.94 | 57.57 | 57.66 | 69.13 | 57.17 | 68.54 | 69.48 | 58.55 | 88.24 | 74.53 | 74.84 | 75.87 | 57.44 | 45.28 | 58.51 | 56.73 | 56.75 | 58.51 | 58.49 |
| 802 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 59.25 | 59.69 | 67.26 | 58.53 | 58.65 | 58.01 | 74.73 | 47.82 | 68.80 | 58.62 | 76.00 | 58.19 | 66.86 | 58.42 | 57.67 | 68.64 | 69.37 | 57.30 | 69.62 | 70.29 | 56.18 | 57.55 | 57.63 | 56.86 | 44.39 | 56.81 |
| 803 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.07 | 68.03 | 69.16 | 67.58 | 59.01 | 58.24 | 58.96 | 57.62 | 67.79 | 58.36 | 75.15 | 56.90 | 67.80 | 58.15 | 57.41 | 75.66 | 69.62 | 75.81 | 58.11 | 56.13 | 44.79 | 56.74 | 56.90 | 56.36 | 56.88 | 56.22 |
| 816 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 60.22 | 59.54 | 59.24 | 59.70 | 58.91 | 69.42 | 73.75 | 58.61 | 57.77 | 58.54 | 75.93 | 58.17 | 74.74 | 58.28 | 58.98 | 75.72 | 47.16 | 58.64 | 69.16 | 66.96 | 56.70 | 56.83 | 75.79 | 58.20 | 56.89 | 58.30 |
| 817 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 64.93 | 58.75 | 58.10 | 59.10 | 59.08 | 54.33 | 58.92 | 58.03 | 57.42 | 57.10 | 76.26 | 57.31 | 75.01 | 54.45 | 58.37 | 46.52 | 42.29 | 74.49 | 76.46 | 75.76 | 41.32 | 57.34 | 75.99 | 57.25 | 76.54 | 57.44 |
| 818 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 49.75 | 58.80 | 67.17 | 58.45 | 58.02 | 75.22 | 74.98 | 48.93 | 67.86 | 57.62 | 76.94 | 75.22 | 58.35 | 57.41 | 58.17 | 75.43 | 48.27 | 57.38 | 57.63 | 56.85 | 56.56 | 56.53 | 55.63 | 56.95 | 57.45 | 55.41 |
| 819 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.19 | 58.35 | 58.54 | 58.98 | 58.99 | 67.66 | 68.21 | 58.29 | 59.33 | 58.18 | 69.14 | 56.73 | 75.76 | 47.68 | 58.95 | 73.72 | 57.56 | 75.42 | 68.89 | 77.55 | 57.12 | 45.86 | 57.64 | 57.57 | 58.60 | 47.85 |
| 832 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.44 | 58.23 | 66.94 | 57.91 | 58.26 | 57.25 | 75.12 | 57.80 | 75.53 | 56.72 | 57.73 | 68.72 | 67.23 | 68.42 | 57.87 | 75.24 | 57.61 | 74.87 | 50.39 | 56.79 | 57.13 | 58.18 | 57.99 | 57.40 | 57.00 | 56.65 |
| 833 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.88 | 58.16 | 58.06 | 59.01 | 58.35 | 57.75 | 74.66 | 58.48 | 75.59 | 57.35 | 75.71 | 58.11 | 58.43 | 76.15 | 57.86 | 75.26 | 75.27 | 74.37 | 75.64 | 69.36 | 57.68 | 56.31 | 75.63 | 43.62 | 57.38 | 57.57 |
| 834 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.91 | 58.26 | 68.24 | 58.85 | 67.38 | 57.69 | 73.49 | 66.96 | 68.46 | 46.86 | 56.24 | 76.19 | 67.90 | 57.13 | 57.94 | 75.91 | 57.16 | 57.54 | 76.56 | 55.27 | 57.50 | 43.56 | 56.17 | 56.36 | 45.93 | 57.43 |
| 835 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.85 | 58.60 | 67.59 | 58.92 | 57.79 | 61.33 | 73.06 | 57.46 | 48.91 | 58.65 | 75.06 | 68.30 | 68.18 | 57.29 | 57.81 | 75.51 | 58.04 | 57.67 | 67.85 | 68.66 | 57.09 | 56.49 | 44.35 | 57.29 | 68.81 | 45.21 |
| 848 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.82 | 58.26 | 68.45 | 68.70 | 58.42 | 58.46 | 74.28 | 48.92 | 57.66 | 57.26 | 69.98 | 56.87 | 74.73 | 58.09 | 57.73 | 74.70 | 57.30 | 67.80 | 75.92 | 55.74 | 45.45 | 55.98 | 58.03 | 55.68 | 58.12 | 55.79 |
| 849 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.68 | 59.35 | 58.22 | 59.19 | 58.70 | 66.32 | 68.34 | 48.02 | 58.03 | 58.10 | 76.32 | 56.92 | 75.04 | 58.48 | 58.01 | 75.83 | 57.58 | 67.85 | 57.54 | 69.52 | 45.84 | 58.85 | 46.86 | 57.14 | 58.08 | 42.16 |
| 850 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.00 | 57.84 | 59.35 | 59.90 | 59.15 | 75.08 | 59.74 | 58.10 | 69.58 | 58.65 | 58.64 | 57.28 | 73.73 | 58.21 | 58.47 | 75.05 | 69.08 | 58.71 | 70.59 | 76.05 | 57.74 | 43.79 | 58.29 | 56.91 | 57.83 | 57.18 |
| 851 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 59.01 | 68.83 | 67.66 | 58.03 | 57.91 | 76.03 | 57.91 | 57.84 | 74.69 | 57.86 | 76.16 | 90.06 | 70.10 | 57.23 | 57.60 | 75.60 | 57.81 | 69.83 | 76.07 | 56.45 | 56.99 | 56.52 | 48.04 | 57.44 | 45.47 | 57.19 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 816 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.99 | 65.07 | 66.69 | 65.42 | 67.34 | 72.81 | 63.85 | 64.42 | 65.33 | 73.83 | 64.20 | 73.00 | 64.30 | 63.89 | 73.04 | 54.47 | 65.25 | 70.98 | 64.84 | 64.76 | 65.17 | 72.21 | 65.86 | 65.51 | 64.78 |
| 817 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 65.21 | 66.00 | 64.51 | 65.39 | 64.95 | 62.37 | 64.54 | 65.26 | 65.53 | 64.42 | 75.31 | 65.18 | 72.73 | 59.23 | 63.10 | 53.93 | 50.10 | 72.43 | 74.08 | 74.83 | 50.32 | 64.21 | 72.24 | 65.63 | 73.46 | 64.84 |
| 819 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.75 | 65.60 | 64.85 | 66.06 | 65.70 | 66.66 | 69.25 | 64.57 | 65.67 | 65.53 | 69.61 | 64.09 | 72.53 | 55.06 | 64.94 | 70.81 | 64.37 | 73.45 | 70.10 | 75.60 | 65.09 | 52.26 | 64.51 | 65.63 | 65.94 | 55.75 |
| 675 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.07 | 66.07 | 65.69 | 65.83 | 65.61 | 74.69 | 67.84 | 65.82 | 68.83 | 65.81 | 63.97 | 63.58 | 72.56 | 55.50 | 65.91 | 69.00 | 69.03 | 68.52 | 74.34 | 64.77 | 64.28 | 64.99 | 73.62 | 65.26 | 65.87 | 65.85 |
| 720 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 72.55 | 65.11 | 65.86 | 65.46 | 65.03 | 64.04 | 68.11 | 51.36 | 64.95 | 64.88 | 63.59 | 67.45 | 72.77 | 64.95 | 63.82 | 74.42 | 64.18 | 63.15 | 74.42 | 69.17 | 64.14 | 64.92 | 72.99 | 64.52 | 64.29 | 54.36 |
| 721 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.43 | 65.01 | 64.91 | 65.64 | 71.60 | 65.26 | 68.66 | 64.41 | 64.73 | 64.37 | 74.73 | 63.04 | 63.94 | 63.62 | 64.06 | 72.05 | 63.90 | 65.65 | 75.28 | 64.30 | 65.06 | 65.86 | 65.20 | 65.59 | 65.55 | 56.85 |
| 722 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 65.91 | 62.09 | 63.36 | 63.60 | 63.26 | 63.78 | 69.48 | 62.49 | 55.01 | 63.62 | 63.07 | 73.56 | 73.14 | 62.66 | 63.93 | 72.86 | 63.29 | 72.85 | 71.12 | 73.22 | 61.61 | 62.16 | 72.50 | 63.15 | 62.97 | 62.65 |
| 723 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.57 | 65.80 | 67.77 | 65.06 | 65.55 | 65.41 | 65.80 | 65.51 | 65.98 | 65.72 | 73.60 | 67.05 | 64.35 | 62.76 | 65.73 | 67.63 | 64.07 | 55.24 | 74.41 | 74.91 | 65.01 | 64.76 | 72.43 | 65.96 | 64.68 | 65.82 |
| 769 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.57 | 64.88 | 66.43 | 65.84 | 65.72 | 68.64 | 73.57 | 65.31 | 59.45 | 65.15 | 64.71 | 64.54 | 68.24 | 65.21 | 64.77 | 68.62 | 84.14 | 64.53 | 66.33 | 74.58 | 65.37 | 63.34 | 72.98 | 66.22 | 64.82 | 65.50 |
| 771 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 64.78 | 64.97 | 67.34 | 65.16 | 64.48 | 68.09 | 64.94 | 53.81 | 66.35 | 65.80 | 69.14 | 74.23 | 73.18 | 73.03 | 63.41 | 65.02 | 65.06 | 65.01 | 64.24 | 74.77 | 65.80 | 65.51 | 66.96 | 64.82 | 65.58 | 65.03 |
| 832 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 66.15 | 65.28 | 66.04 | 64.45 | 64.82 | 63.38 | 73.27 | 63.36 | 72.86 | 64.95 | 63.88 | 67.48 | 67.81 | 69.71 | 64.66 | 73.17 | 64.87 | 73.58 | 56.20 | 64.68 | 63.87 | 64.97 | 64.68 | 64.94 | 63.55 | 64.01 |
| 833 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.62 | 63.93 | 64.92 | 64.83 | 64.68 | 64.85 | 73.70 | 63.95 | 73.37 | 64.14 | 75.01 | 63.96 | 64.63 | 73.27 | 63.89 | 74.08 | 73.45 | 72.34 | 74.52 | 69.92 | 63.95 | 63.62 | 73.05 | 51.95 | 64.17 | 64.74 |
| 834 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.80 | 64.59 | 68.32 | 64.69 | 68.44 | 64.12 | 72.00 | 69.07 | 70.23 | 53.94 | 64.55 | 75.12 | 70.21 | 64.21 | 63.90 | 73.84 | 63.91 | 64.30 | 75.10 | 62.51 | 65.13 | 52.32 | 64.44 | 64.12 | 54.23 | 63.92 |
| 688 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 66.40 | 64.94 | 66.88 | 65.34 | 65.68 | 74.88 | 64.82 | 65.56 | 65.50 | 65.72 | 63.46 | 64.24 | 72.58 | 55.12 | 70.68 | 73.46 | 64.11 | 73.15 | 64.34 | 71.20 | 65.23 | 51.82 | 73.46 | 65.68 | 69.83 | 65.25 |
| 689 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 56.98 | 64.47 | 65.13 | 64.58 | 64.23 | 74.12 | 65.19 | 63.83 | 62.85 | 64.39 | 75.56 | 62.92 | 68.95 | 68.59 | 63.17 | 68.65 | 65.34 | 68.64 | 63.40 | 74.96 | 63.32 | 63.56 | 72.65 | 52.01 | 64.02 | 64.14 |
| 691 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 67.70 | 65.24 | 64.90 | 64.69 | 65.20 | 65.13 | 72.00 | 64.76 | 72.97 | 65.25 | 73.57 | 64.16 | 67.97 | 55.48 | 64.57 | 73.61 | 67.83 | 68.88 | 73.89 | 64.57 | 66.41 | 63.89 | 67.46 | 63.72 | 64.81 | 64.78 |
| 736 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.19 | 66.02 | 67.08 | 65.09 | 65.56 | 74.08 | 72.91 | 64.52 | 63.40 | 68.33 | 74.33 | 64.05 | 66.63 | 54.50 | 63.21 | 69.87 | 54.43 | 63.66 | 69.69 | 69.10 | 64.51 | 63.75 | 72.94 | 63.84 | 64.32 | 64.99 |
| 737 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.02 | 64.34 | 64.36 | 65.17 | 65.03 | 68.21 | 65.49 | 69.78 | 70.22 | 60.39 | 75.51 | 63.82 | 69.49 | 63.14 | 64.93 | 64.49 | 69.53 | 73.65 | 74.57 | 63.14 | 65.54 | 64.54 | 73.37 | 51.49 | 66.06 | 64.72 |
| 738 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.83 | 65.23 | 60.20 | 64.84 | 65.28 | 68.32 | 64.65 | 69.92 | 65.31 | 65.06 | 64.05 | 64.70 | 72.53 | 63.47 | 68.66 | 70.20 | 63.38 | 64.98 | 63.96 | 63.80 | 65.78 | 63.42 | 73.25 | 64.51 | 65.31 | 64.51 |
| 739 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 67.53 | 64.81 | 65.21 | 64.65 | 65.08 | 68.15 | 70.29 | 64.80 | 69.15 | 65.15 | 64.73 | 63.16 | 69.46 | 63.22 | 62.83 | 68.92 | 63.18 | 63.10 | 73.61 | 63.27 | 64.98 | 64.49 | 72.82 | 64.81 | 64.58 | 64.73 |
| 784 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 67.93 | 64.69 | 56.77 | 65.68 | 65.32 | 68.11 | 71.94 | 64.07 | 67.52 | 65.63 | 74.55 | 74.81 | 69.29 | 64.07 | 68.84 | 66.68 | 51.68 | 62.98 | 75.41 | 63.18 | 63.28 | 53.98 | 73.40 | 69.87 | 65.24 | 64.97 |
| 785 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.44 | 65.72 | 62.99 | 66.41 | 64.74 | 64.19 | 69.23 | 64.68 | 65.32 | 65.42 | 74.18 | 63.87 | 72.35 | 70.22 | 63.56 | 64.22 | 63.80 | 67.98 | 63.57 | 73.82 | 64.62 | 65.41 | 73.70 | 64.12 | 68.53 | 65.13 |
| 786 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 66.35 | 65.34 | 65.22 | 65.57 | 65.80 | 68.09 | 65.04 | 64.67 | 67.40 | 70.56 | 75.03 | 64.02 | 72.10 | 63.30 | 62.81 | 73.61 | 52.41 | 65.48 | 70.85 | 55.77 | 63.00 | 54.33 | 72.89 | 64.54 | 64.34 | 64.71 |
| 787 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.12 | 65.28 | 65.28 | 65.28 | 64.67 | 74.62 | 65.34 | 64.27 | 73.86 | 67.89 | 63.62 | 64.56 | 72.32 | 63.93 | 64.31 | 55.09 | 64.00 | 67.96 | 64.49 | 63.47 | 64.11 | 63.83 | 73.38 | 64.61 | 65.06 | 64.79 |
| 850 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.72 | 65.42 | 65.64 | 66.23 | 65.00 | 73.74 | 66.13 | 63.45 | 71.09 | 65.30 | 64.62 | 63.56 | 72.81 | 63.27 | 63.88 | 73.18 | 68.56 | 64.62 | 71.11 | 74.11 | 65.24 | 52.71 | 65.97 | 64.35 | 64.62 | 64.73 |
| 851 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 66.00 | 68.59 | 67.39 | 63.84 | 64.86 | 75.24 | 64.33 | 63.57 | 73.27 | 64.28 | 74.98 | 86.74 | 68.81 | 62.68 | 63.49 | 72.32 | 63.34 | 70.82 | 75.06 | 63.12 | 63.29 | 63.68 | 54.06 | 65.50 | 53.49 | 65.11 |
| 704 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 67.92 | 70.43 | 65.08 | 64.65 | 65.16 | 67.29 | 73.73 | 69.93 | 64.74 | 64.59 | 75.08 | 63.39 | 68.03 | 69.09 | 65.16 | 70.68 | 52.27 | 64.71 | 63.16 | 68.13 | 64.98 | 62.79 | 72.20 | 65.03 | 64.31 | 64.37 |
| 706 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 67.79 | 69.72 | 64.57 | 64.95 | 65.95 | 63.92 | 68.20 | 64.54 | 64.79 | 69.41 | 64.39 | 68.64 | 69.87 | 63.83 | 63.70 | 73.38 | 55.81 | 64.87 | 69.29 | 74.91 | 64.22 | 63.99 | 55.84 | 64.78 | 66.04 | 65.26 |
| 707 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 66.75 | 64.36 | 65.34 | 64.54 | 64.52 | 66.70 | 73.02 | 63.07 | 70.19 | 64.33 | 74.11 | 68.87 | 66.97 | 73.75 | 63.02 | 63.58 | 63.57 | 67.93 | 74.90 | 62.94 | 54.28 | 53.38 | 72.16 | 63.87 | 64.18 | 63.84 |
| 752 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.87 | 65.09 | 73.21 | 64.70 | 68.01 | 69.03 | 73.59 | 63.93 | 64.16 | 65.55 | 67.36 | 64.03 | 72.56 | 63.66 | 70.61 | 70.28 | 74.88 | 63.81 | 74.98 | 63.72 | 64.31 | 62.97 | 73.37 | 63.96 | 64.07 | 63.92 |
| 755 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.30 | 64.89 | 65.16 | 67.47 | 65.33 | 66.32 | 68.63 | 63.95 | 64.97 | 70.07 | 63.64 | 68.38 | 73.11 | 64.76 | 63.98 | 70.69 | 69.57 | 64.70 | 68.54 | 75.09 | 54.61 | 63.69 | 64.60 | 65.21 | 68.06 | 74.31 |
| 800 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.23 | 65.06 | 65.04 | 64.32 | 65.47 | 74.88 | 74.28 | 64.17 | 65.39 | 65.45 | 68.38 | 63.84 | 67.79 | 63.10 | 63.20 | 67.81 | 69.04 | 68.34 | 67.80 | 70.11 | 64.59 | 53.35 | 73.54 | 64.02 | 63.96 | 65.18 |
| 801 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.48 | 65.44 | 65.78 | 65.70 | 64.75 | 65.22 | 68.01 | 65.65 | 63.38 | 64.12 | 67.92 | 63.45 | 68.32 | 69.81 | 64.82 | 86.75 | 74.27 | 73.38 | 75.02 | 64.26 | 53.69 | 64.28 | 63.92 | 64.51 | 64.40 | 64.85 |
| 802 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.39 | 66.16 | 68.06 | 65.41 | 64.89 | 64.36 | 74.41 | 55.16 | 69.60 | 65.14 | 75.20 | 63.37 | 67.52 | 63.46 | 63.89 | 70.39 | 70.22 | 64.39 | 69.51 | 68.52 | 62.58 | 65.46 | 64.54 | 64.38 | 51.92 | 64.62 |
| 803 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.85 | 70.93 | 68.44 | 67.07 | 64.82 | 63.80 | 65.74 | 64.09 | 68.09 | 64.91 | 75.06 | 62.63 | 69.12 | 63.54 | 63.91 | 72.78 | 67.85 | 73.40 | 63.52 | 63.06 | 52.70 | 63.92 | 63.28 | 63.63 | 63.55 | 64.81 |
| 531 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 56.23 | 65.86 | 63.78 | 65.50 | 64.89 | 63.95 | 66.94 | 66.47 | 56.52 | 64.51 | 83.58 | 64.84 | 72.67 | 66.31 | 64.66 | 65.60 | 64.97 | 69.89 | 64.45 | 64.35 | 67.09 | 66.78 | 67.35 | 66.80 | 66.72 | 65.45 |
| 577 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.45 | 65.35 | 65.41 | 62.95 | 63.32 | 63.06 | 81.72 | 64.50 | 68.12 | 63.30 | 71.49 | 65.04 | 71.42 | 64.52 | 63.54 | 64.28 | 62.74 | 63.71 | 63.90 | 63.53 | 65.76 | 64.14 | 66.35 | 64.98 | 63.61 | 64.92 |
| 625 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.52 | 66.97 | 65.25 | 67.13 | 66.44 | 65.47 | 65.58 | 66.18 | 65.94 | 66.18 | 63.98 | 64.93 | 72.96 | 66.17 | 67.37 | 73.64 | 66.35 | 55.58 | 65.33 | 64.41 | 65.73 | 67.01 | 65.35 | 67.73 | 66.13 | 66.99 |
| 627 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 67.61 | 65.76 | 64.91 | 67.29 | 67.01 | 82.55 | 66.77 | 66.77 | 66.50 | 67.18 | 63.62 | 64.87 | 67.88 | 55.79 | 65.43 | 68.07 | 65.34 | 66.37 | 66.28 | 66.87 | 68.10 | 67.84 | 68.29 | 68.22 | 68.61 | 68.61 |
| 384 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 56.06 | 66.88 | 66.05 | 65.01 | 73.09 | 65.77 | 56.21 | 65.69 | 66.87 | 65.02 | 63.98 | 63.94 | 65.88 | 66.24 | 65.26 | 66.21 | 64.37 | 67.91 | 63.49 | 74.29 | 67.28 | 67.71 | 67.66 | 67.71 | 68.37 | 66.53 |
| 387 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.89 | 66.29 | 67.10 | 65.46 | 64.47 | 64.86 | 55.84 | 65.27 | 66.42 | 65.01 | 64.85 | 64.46 | 80.01 | 71.52 | 65.43 | 64.78 | 65.91 | 64.73 | 71.66 | 73.04 | 66.94 | 65.70 | 54.90 | 66.38 | 64.85 | 65.94 |
| 434 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.00 | 66.90 | 73.10 | 65.88 | 64.54 | 73.77 | 66.89 | 64.96 | 64.62 | 65.98 | 81.94 | 55.24 | 72.09 | 66.34 | 65.70 | 56.27 | 65.24 | 63.96 | 64.96 | 62.78 | 66.46 | 65.09 | 65.98 | 66.71 | 64.49 | 66.18 |
| 547 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.66 | 65.13 | 63.50 | 64.74 | 64.40 | 73.79 | 64.11 | 74.07 | 63.31 | 64.68 | 73.90 | 64.92 | 72.55 | 63.07 | 63.65 | 73.05 | 65.42 | 55.59 | 62.17 | 60.90 | 64.69 | 65.52 | 65.32 | 82.38 | 63.77 | 65.15 |
| 592 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.62 | 64.35 | 65.19 | 65.62 | 66.99 | 63.80 | 66.29 | 65.41 | 71.80 | 72.20 | 79.85 | 64.30 | 72.04 | 65.22 | 64.14 | 65.50 | 63.04 | 64.02 | 59.14 | 64.75 | 66.98 | 67.10 | 64.28 | 64.41 | 65.42 | 65.44 |
| 595 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.58 | 65.15 | 65.49 | 65.33 | 66.85 | 62.59 | 73.44 | 65.93 | 71.54 | 66.57 | 62.81 | 64.91 | 74.00 | 63.56 | 65.01 | 74.02 | 64.43 | 66.05 | 74.51 | 69.59 | 66.41 | 65.79 | 64.26 | 65.18 | 66.29 | 65.35 |
| 640 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.48 | 63.49 | 65.59 | 66.58 | 70.88 | 73.98 | 70.90 | 64.98 | 65.34 | 65.10 | 65.41 | 62.57 | 71.92 | 63.90 | 64.77 | 71.58 | 64.57 | 63.50 | 69.46 | 63.29 | 68.06 | 64.13 | 66.02 | 65.16 | 66.64 | 64.25 |
| 641 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.99 | 72.89 | 64.39 | 64.30 | 62.62 | 71.98 | 65.09 | 64.75 | 76.33 | 72.48 | 63.81 | 64.03 | 64.11 | 84.72 | 64.46 | 73.45 | 63.97 | 72.02 | 74.01 | 63.64 | 65.64 | 64.75 | 64.82 | 65.45 | 64.39 | 64.83 |
| 642 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 63.03 | 64.52 | 65.33 | 65.43 | 64.79 | 74.78 | 65.19 | 65.97 | 70.70 | 55.70 | 73.63 | 64.12 | 83.66 | 64.57 | 63.76 | 73.40 | 71.78 | 64.45 | 73.51 | 63.06 | 65.44 | 66.13 | 64.41 | 64.65 | 65.36 | 66.62 |
| 402 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.97 | 73.20 | 65.66 | 64.96 | 65.74 | 65.03 | 67.16 | 64.55 | 72.99 | 65.23 | 73.79 | 63.57 | 72.37 | 65.52 | 64.01 | 56.02 | 64.89 | 65.39 | 74.71 | 63.73 | 66.52 | 64.22 | 65.09 | 64.91 | 65.94 | 64.97 |
| 449 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 72.05 | 65.73 | 65.36 | 65.99 | 64.03 | 65.00 | 71.89 | 65.53 | 65.55 | 63.94 | 74.67 | 64.78 | 73.35 | 64.75 | 65.86 | 71.69 | 72.87 | 65.01 | 64.57 | 65.06 | 65.39 | 64.37 | 71.56 | 64.43 | 65.67 | 66.39 |
| 451 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.56 | 64.57 | 65.46 | 64.90 | 66.19 | 55.75 | 71.51 | 74.19 | 65.15 | 79.07 | 64.49 | 63.29 | 64.64 | 64.85 | 63.20 | 74.56 | 63.89 | 72.36 | 64.04 | 63.30 | 65.01 | 65.44 | 64.95 | 63.64 | 64.58 | 65.20 |
| 499 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 69.98 | 66.20 | 71.38 | 65.40 | 63.73 | 73.36 | 70.52 | 65.02 | 71.78 | 65.72 | 69.12 | 64.20 | 72.52 | 55.09 | 64.38 | 57.37 | 64.11 | 65.35 | 84.89 | 64.01 | 65.41 | 66.46 | 65.12 | 65.01 | 64.75 | 64.63 |
| 560 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.74 | 61.53 | 64.75 | 65.20 | 42.66 | 56.14 | 72.15 | 65.68 | 81.40 | 65.47 | 72.86 | 62.17 | 72.25 | 74.31 | 64.88 | 65.29 | 64.70 | 72.66 | 73.59 | 61.97 | 64.53 | 65.55 | 64.40 | 65.13 | 64.57 | 64.58 |
| 561 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 56.12 | 64.93 | 65.42 | 64.71 | 64.69 | 64.21 | 64.45 | 65.69 | 73.79 | 65.10 | 69.05 | 63.23 | 68.81 | 64.09 | 63.60 | 64.02 | 63.81 | 64.62 | 73.90 | 60.43 | 65.15 | 66.21 | 80.49 | 65.09 | 63.83 | 64.37 |
| 562 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 71.99 | 65.72 | 65.54 | 64.87 | 64.70 | 64.61 | 69.00 | 73.71 | 65.46 | 73.01 | 65.70 | 63.93 | 72.79 | 63.81 | 64.63 | 65.91 | 64.21 | 74.25 | 64.40 | 64.35 | 64.71 | 64.84 | 64.58 | 66.12 | 64.60 | 64.05 |
| 563 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.69 | 65.64 | 71.80 | 64.83 | 65.06 | 63.36 | 65.39 | 64.04 | 72.98 | 55.30 | 64.42 | 64.04 | 64.22 | 64.08 | 64.47 | 84.90 | 63.63 | 74.30 | 64.16 | 62.30 | 65.97 | 64.89 | 63.88 | 64.47 | 64.51 | 62.77 |
| 608 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 65.64 | 65.39 | 64.61 | 73.14 | 64.77 | 72.65 | 65.63 | 64.14 | 63.84 | 74.56 | 64.38 | 65.56 | 63.16 | 64.40 | 63.58 | 66.82 | 81.12 | 62.62 | 67.76 | 65.99 | 65.46 | 65.34 | 65.10 | 65.93 | 66.55 |
| 609 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.76 | 65.39 | 73.13 | 64.42 | 65.86 | 75.29 | 71.27 | 64.27 | 64.69 | 73.76 | 75.10 | 64.05 | 64.29 | 65.09 | 64.56 | 74.58 | 63.45 | 64.17 | 64.76 | 74.91 | 63.23 | 66.05 | 63.70 | 64.16 | 64.29 | 64.78 |
| 610 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.45 | 63.67 | 64.95 | 65.18 | 65.46 | 65.00 | 73.08 | 65.19 | 72.65 | 64.22 | 69.95 | 63.12 | 55.98 | 64.70 | 64.67 | 74.56 | 64.26 | 64.99 | 64.61 | 74.51 | 63.52 | 65.35 | 72.94 | 64.63 | 64.47 | 64.80 |
| 611 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.52 | 65.51 | 71.91 | 65.36 | 64.95 | 62.18 | 73.27 | 65.08 | 65.27 | 66.21 | 75.26 | 64.54 | 74.54 | 64.23 | 62.19 | 64.61 | 64.57 | 74.39 | 74.12 | 62.89 | 65.45 | 64.90 | 64.54 | 65.46 | 65.56 | 65.09 |
| 656 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 55.02 | 72.01 | 63.64 | 65.71 | 63.43 | 85.59 | 73.09 | 64.92 | 65.60 | 63.00 | 75.06 | 63.83 | 73.20 | 73.91 | 64.85 | 72.42 | 64.90 | 64.05 | 62.95 | 63.78 | 67.28 | 65.62 | 66.13 | 64.09 | 63.42 | 66.50 |
| 657 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.68 | 64.56 | 72.66 | 63.99 | 65.17 | 75.05 | 73.02 | 64.82 | 72.20 | 73.67 | 63.14 | 70.02 | 72.48 | 63.27 | 64.13 | 54.49 | 75.42 | 73.04 | 63.70 | 62.79 | 64.75 | 64.00 | 64.28 | 63.94 | 64.04 | 66.23 |
| 658 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 62.54 | 65.48 | 64.84 | 63.42 | 64.62 | 61.88 | 71.24 | 63.62 | 64.31 | 65.68 | 73.31 | 63.23 | 82.65 | 64.74 | 64.87 | 73.53 | 63.53 | 72.97 | 62.76 | 60.94 | 65.04 | 63.22 | 64.84 | 65.99 | 64.33 | 63.65 |
| 659 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.47 | 65.31 | 71.83 | 64.52 | 64.80 | 61.04 | 66.56 | 64.48 | 64.44 | 64.90 | 74.34 | 63.98 | 73.69 | 64.71 | 64.14 | 74.29 | 73.56 | 63.51 | 63.97 | 63.81 | 65.35 | 64.79 | 66.83 | 65.62 | 64.06 | 64.74 |
| 416 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.74 | 64.65 | 65.54 | 66.16 | 65.43 | 65.59 | 42.66 | 65.12 | 73.23 | 73.42 | 62.85 | 62.92 | 72.80 | 64.70 | 64.79 | 73.77 | 64.37 | 72.52 | 87.76 | 74.80 | 66.43 | 65.86 | 64.91 | 65.99 | 66.08 | 65.26 |
| 417 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.53 | 64.78 | 64.80 | 65.05 | 65.03 | 70.07 | 73.52 | 74.14 | 64.05 | 65.26 | 74.12 | 61.26 | 51.48 | 64.01 | 63.28 | 74.20 | 64.70 | 64.19 | 61.49 | 62.51 | 72.58 | 65.67 | 65.01 | 63.25 | 64.61 | 65.05 |
| 418 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.11 | 66.27 | 64.34 | 64.60 | 64.99 | 63.27 | 73.63 | 64.26 | 73.33 | 64.63 | 69.58 | 64.16 | 74.83 | 64.57 | 64.33 | 73.31 | 65.07 | 65.26 | 64.34 | 63.44 | 65.06 | 64.99 | 63.80 | 64.60 | 64.18 | 42.66 |
| 419 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.10 | 65.20 | 72.41 | 65.40 | 73.86 | 63.92 | 68.34 | 64.52 | 73.38 | 64.53 | 75.07 | 68.43 | 73.91 | 63.72 | 64.83 | 75.21 | 64.13 | 62.76 | 75.33 | 63.64 | 64.60 | 64.85 | 63.22 | 63.63 | 64.83 | 85.30 |
| 467 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.39 | 64.76 | 65.12 | 65.69 | 64.53 | 64.65 | 72.78 | 63.54 | 84.73 | 84.49 | 64.81 | 85.44 | 64.60 | 63.15 | 64.28 | 73.86 | 63.71 | 64.13 | 65.87 | 70.14 | 65.00 | 63.91 | 65.31 | 65.08 | 64.03 | 66.62 |
| 512 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.00 | 65.80 | 65.80 | 64.49 | 65.90 | 74.43 | 72.82 | 65.64 | 68.33 | 64.98 | 74.67 | 65.56 | 74.84 | 64.69 | 63.40 | 72.51 | 63.66 | 63.49 | 62.69 | 63.08 | 62.69 | 64.19 | 63.91 | 63.69 | 65.93 | 63.53 |
| 513 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.19 | 64.65 | 42.66 | 73.40 | 65.58 | 72.55 | 64.46 | 63.90 | 65.23 | 63.90 | 61.33 | 69.27 | 86.03 | 64.51 | 65.15 | 74.11 | 74.24 | 73.98 | 63.18 | 63.95 | 65.69 | 65.24 | 64.16 | 64.39 | 64.13 | 64.90 |
| 514 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 69.64 | 66.10 | 55.89 | 65.26 | 65.53 | 72.64 | 72.73 | 64.84 | 71.61 | 65.36 | 74.61 | 62.31 | 73.98 | 64.32 | 63.52 | 63.28 | 65.26 | 63.83 | 63.91 | 63.72 | 64.93 | 65.08 | 64.35 | 64.21 | 65.12 | 64.93 |
Size of the All data: (120, 29)
Size of the Sig data: (72, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 60.22 | 59.54 | 59.24 | 59.70 | 58.91 | 69.42 | 73.75 | 58.61 | 57.77 | 58.54 | 75.93 | 58.17 | 74.74 | 58.28 | 58.98 | 75.72 | 47.16 | 58.64 | 69.16 | 66.96 | 56.70 | 56.83 | 75.79 | 58.20 | 56.89 | 58.30 |
| 71 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 64.93 | 58.75 | 58.10 | 59.10 | 59.08 | 54.33 | 58.92 | 58.03 | 57.42 | 57.10 | 76.26 | 57.31 | 75.01 | 54.45 | 58.37 | 46.52 | 42.29 | 74.49 | 76.46 | 75.76 | 41.32 | 57.34 | 75.99 | 57.25 | 76.54 | 57.44 |
| 65 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.19 | 58.35 | 58.54 | 58.98 | 58.99 | 67.66 | 68.21 | 58.29 | 59.33 | 58.18 | 69.14 | 56.73 | 75.76 | 47.68 | 58.95 | 73.72 | 57.56 | 75.42 | 68.89 | 77.55 | 57.12 | 45.86 | 57.64 | 57.57 | 58.60 | 47.85 |
| 8 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.15 | 58.11 | 58.27 | 59.25 | 59.15 | 76.30 | 67.70 | 59.01 | 68.77 | 58.60 | 57.40 | 57.44 | 74.50 | 50.06 | 58.91 | 68.95 | 70.09 | 69.08 | 75.80 | 57.54 | 57.93 | 56.36 | 75.91 | 56.63 | 58.95 | 58.26 |
| 62 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.44 | 58.90 | 58.79 | 57.85 | 59.01 | 57.70 | 67.89 | 44.99 | 57.79 | 57.18 | 57.40 | 68.51 | 75.12 | 58.03 | 57.83 | 75.89 | 56.24 | 56.91 | 75.21 | 69.41 | 56.96 | 56.51 | 76.94 | 57.98 | 56.28 | 46.04 |
| 56 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.74 | 58.20 | 58.63 | 58.75 | 73.62 | 57.85 | 67.54 | 57.41 | 57.66 | 57.53 | 75.95 | 56.21 | 58.43 | 57.56 | 58.65 | 75.49 | 57.43 | 57.47 | 76.07 | 56.85 | 56.89 | 57.05 | 57.55 | 57.48 | 57.60 | 47.17 |
| 67 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.11 | 55.01 | 56.86 | 57.75 | 57.33 | 56.78 | 67.79 | 56.27 | 48.67 | 56.69 | 56.99 | 76.76 | 75.84 | 56.18 | 57.88 | 75.32 | 56.28 | 74.59 | 74.96 | 76.46 | 55.36 | 54.91 | 77.25 | 55.74 | 55.73 | 55.00 |
| 39 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.92 | 58.76 | 67.56 | 58.34 | 59.07 | 57.43 | 59.37 | 57.33 | 58.62 | 57.79 | 75.74 | 69.17 | 57.36 | 57.41 | 57.98 | 66.96 | 58.55 | 49.56 | 76.13 | 76.53 | 57.10 | 58.23 | 75.98 | 57.32 | 57.82 | 57.69 |
| 15 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 58.15 | 58.66 | 59.23 | 59.02 | 59.32 | 68.10 | 74.48 | 57.87 | 53.27 | 57.60 | 58.32 | 57.59 | 67.91 | 58.50 | 58.79 | 67.87 | 87.28 | 57.75 | 58.25 | 75.86 | 57.43 | 56.82 | 75.81 | 57.71 | 58.01 | 57.84 |
| 40 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.05 | 58.45 | 67.52 | 58.44 | 58.99 | 68.15 | 58.98 | 46.21 | 58.98 | 57.88 | 70.63 | 76.20 | 75.10 | 75.53 | 58.11 | 57.75 | 57.81 | 57.65 | 56.79 | 76.97 | 58.29 | 58.14 | 59.80 | 57.48 | 57.86 | 57.44 |
| 54 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.44 | 58.23 | 66.94 | 57.91 | 58.26 | 57.25 | 75.12 | 57.80 | 75.53 | 56.72 | 57.73 | 68.72 | 67.23 | 68.42 | 57.87 | 75.24 | 57.61 | 74.87 | 50.39 | 56.79 | 57.13 | 58.18 | 57.99 | 57.40 | 57.00 | 56.65 |
| 3 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.88 | 58.16 | 58.06 | 59.01 | 58.35 | 57.75 | 74.66 | 58.48 | 75.59 | 57.35 | 75.71 | 58.11 | 58.43 | 76.15 | 57.86 | 75.26 | 75.27 | 74.37 | 75.64 | 69.36 | 57.68 | 56.31 | 75.63 | 43.62 | 57.38 | 57.57 |
| 63 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.91 | 58.26 | 68.24 | 58.85 | 67.38 | 57.69 | 73.49 | 66.96 | 68.46 | 46.86 | 56.24 | 76.19 | 67.90 | 57.13 | 57.94 | 75.91 | 57.16 | 57.54 | 76.56 | 55.27 | 57.50 | 43.56 | 56.17 | 56.36 | 45.93 | 57.43 |
| 32 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 59.16 | 58.44 | 67.69 | 59.50 | 59.65 | 75.17 | 58.73 | 58.26 | 58.21 | 58.25 | 58.36 | 57.95 | 73.69 | 49.11 | 69.67 | 75.66 | 57.37 | 74.62 | 58.12 | 71.15 | 57.05 | 44.06 | 76.92 | 56.86 | 69.08 | 57.83 |
| 69 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 53.67 | 58.30 | 58.62 | 58.12 | 57.74 | 75.65 | 57.72 | 57.48 | 55.25 | 57.46 | 76.38 | 55.83 | 68.31 | 66.64 | 58.32 | 67.46 | 58.51 | 68.99 | 58.05 | 75.94 | 56.20 | 56.21 | 76.22 | 43.70 | 57.41 | 56.62 |
| 24 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 68.61 | 59.07 | 58.75 | 58.73 | 59.28 | 58.09 | 73.81 | 57.63 | 74.94 | 57.74 | 75.40 | 57.89 | 66.14 | 47.09 | 58.77 | 75.08 | 69.18 | 68.06 | 74.80 | 56.51 | 58.21 | 57.30 | 58.20 | 57.07 | 57.80 | 57.57 |
| 50 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.86 | 59.01 | 67.05 | 59.50 | 58.45 | 76.26 | 73.75 | 58.35 | 56.10 | 68.36 | 75.61 | 58.62 | 67.42 | 48.07 | 58.34 | 70.42 | 46.24 | 58.07 | 70.41 | 69.11 | 56.26 | 56.90 | 76.89 | 55.96 | 57.25 | 59.06 |
| 22 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.12 | 58.51 | 58.46 | 58.74 | 58.90 | 68.48 | 59.09 | 66.85 | 67.90 | 54.02 | 76.21 | 57.26 | 68.30 | 57.97 | 58.60 | 57.30 | 68.46 | 74.25 | 76.11 | 55.83 | 58.03 | 56.48 | 76.61 | 43.25 | 57.50 | 57.29 |
| 45 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.38 | 58.37 | 52.96 | 58.76 | 59.07 | 69.39 | 58.06 | 67.45 | 58.76 | 58.47 | 58.00 | 57.80 | 74.29 | 59.63 | 68.54 | 68.78 | 58.27 | 58.52 | 57.58 | 57.27 | 58.46 | 57.81 | 75.07 | 57.58 | 59.12 | 58.00 |
| 53 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 68.16 | 58.39 | 58.18 | 58.49 | 58.88 | 68.87 | 70.23 | 57.71 | 67.28 | 58.04 | 57.68 | 57.95 | 67.59 | 57.47 | 58.09 | 68.87 | 57.82 | 56.42 | 76.16 | 57.04 | 57.64 | 57.46 | 76.03 | 56.81 | 56.91 | 57.87 |
| 44 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.02 | 58.26 | 51.98 | 59.02 | 58.68 | 69.68 | 73.15 | 58.09 | 67.81 | 58.11 | 76.12 | 75.30 | 67.53 | 58.57 | 70.01 | 67.64 | 46.52 | 55.24 | 76.00 | 54.39 | 56.29 | 44.80 | 76.07 | 69.69 | 57.16 | 57.52 |
| 21 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.17 | 58.69 | 55.77 | 59.58 | 58.36 | 57.56 | 67.47 | 57.84 | 57.67 | 57.52 | 75.13 | 58.18 | 74.85 | 68.95 | 58.31 | 57.34 | 57.69 | 68.05 | 58.00 | 76.58 | 56.70 | 58.32 | 77.17 | 56.54 | 69.61 | 57.82 |
| 70 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 59.84 | 58.55 | 58.62 | 59.27 | 59.54 | 68.19 | 58.73 | 57.17 | 66.60 | 67.81 | 76.00 | 58.06 | 74.66 | 57.68 | 57.79 | 75.15 | 44.83 | 58.71 | 69.36 | 50.27 | 56.43 | 46.41 | 76.55 | 56.22 | 56.04 | 57.03 |
| 61 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.84 | 58.64 | 58.07 | 58.14 | 57.90 | 75.42 | 59.43 | 57.89 | 75.28 | 66.52 | 57.70 | 57.19 | 75.00 | 58.82 | 58.08 | 48.57 | 57.76 | 67.82 | 57.54 | 56.96 | 56.93 | 56.35 | 76.76 | 57.55 | 57.06 | 56.72 |
| 28 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.00 | 57.84 | 59.35 | 59.90 | 59.15 | 75.08 | 59.74 | 58.10 | 69.58 | 58.65 | 58.64 | 57.28 | 73.73 | 58.21 | 58.47 | 75.05 | 69.08 | 58.71 | 70.59 | 76.05 | 57.74 | 43.79 | 58.29 | 56.91 | 57.83 | 57.18 |
| 18 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 59.01 | 68.83 | 67.66 | 58.03 | 57.91 | 76.03 | 57.91 | 57.84 | 74.69 | 57.86 | 76.16 | 90.06 | 70.10 | 57.23 | 57.60 | 75.60 | 57.81 | 69.83 | 76.07 | 56.45 | 56.99 | 56.52 | 48.04 | 57.44 | 45.47 | 57.19 |
| 37 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 68.74 | 68.91 | 58.15 | 58.39 | 58.35 | 68.07 | 74.72 | 67.51 | 58.42 | 58.63 | 76.60 | 58.26 | 68.59 | 68.94 | 59.34 | 69.63 | 46.58 | 56.99 | 58.19 | 70.05 | 57.85 | 55.16 | 75.55 | 57.44 | 57.59 | 57.10 |
| 60 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 68.73 | 69.26 | 58.70 | 58.60 | 59.46 | 58.06 | 67.14 | 59.04 | 58.15 | 68.11 | 57.78 | 68.78 | 68.09 | 57.56 | 57.85 | 76.06 | 48.65 | 57.39 | 68.69 | 75.77 | 57.61 | 57.05 | 50.83 | 56.19 | 58.61 | 56.72 |
| 57 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 67.70 | 57.79 | 57.97 | 58.33 | 58.65 | 68.64 | 75.57 | 56.82 | 68.91 | 57.07 | 76.62 | 70.44 | 67.16 | 74.39 | 57.85 | 57.09 | 58.02 | 67.68 | 76.89 | 55.67 | 45.89 | 44.31 | 76.54 | 56.98 | 57.17 | 55.37 |
| 5 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 68.19 | 58.26 | 74.68 | 58.12 | 68.23 | 69.60 | 74.86 | 58.24 | 57.90 | 57.75 | 69.25 | 58.92 | 74.40 | 58.55 | 70.79 | 69.96 | 75.62 | 57.83 | 76.00 | 57.62 | 58.53 | 56.84 | 76.62 | 56.79 | 56.27 | 56.55 |
| 19 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.68 | 58.54 | 58.90 | 67.57 | 59.52 | 68.32 | 68.51 | 58.54 | 58.73 | 68.55 | 58.94 | 68.01 | 74.89 | 59.57 | 58.72 | 71.18 | 69.10 | 59.48 | 69.61 | 75.56 | 45.85 | 56.47 | 57.31 | 56.73 | 69.32 | 75.85 |
| 36 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.17 | 58.76 | 57.98 | 58.51 | 57.65 | 75.36 | 74.50 | 57.70 | 58.52 | 59.00 | 69.13 | 58.25 | 69.33 | 57.58 | 58.15 | 67.11 | 69.37 | 69.93 | 69.49 | 70.27 | 57.98 | 44.55 | 76.55 | 56.55 | 56.77 | 56.42 |
| 10 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 58.80 | 59.37 | 59.88 | 58.86 | 58.61 | 65.61 | 57.94 | 57.57 | 57.66 | 69.13 | 57.17 | 68.54 | 69.48 | 58.55 | 88.24 | 74.53 | 74.84 | 75.87 | 57.44 | 45.28 | 58.51 | 56.73 | 56.75 | 58.51 | 58.49 |
| 66 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 59.25 | 59.69 | 67.26 | 58.53 | 58.65 | 58.01 | 74.73 | 47.82 | 68.80 | 58.62 | 76.00 | 58.19 | 66.86 | 58.42 | 57.67 | 68.64 | 69.37 | 57.30 | 69.62 | 70.29 | 56.18 | 57.55 | 57.63 | 56.86 | 44.39 | 56.81 |
| 48 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.07 | 68.03 | 69.16 | 67.58 | 59.01 | 58.24 | 58.96 | 57.62 | 67.79 | 58.36 | 75.15 | 56.90 | 67.80 | 58.15 | 57.41 | 75.66 | 69.62 | 75.81 | 58.11 | 56.13 | 44.79 | 56.74 | 56.90 | 56.36 | 56.88 | 56.22 |
| 55 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 51.34 | 58.13 | 57.94 | 58.31 | 58.75 | 56.57 | 60.11 | 59.91 | 50.69 | 57.94 | 88.68 | 56.97 | 75.06 | 57.36 | 58.56 | 58.77 | 57.69 | 73.57 | 57.21 | 55.93 | 60.62 | 57.95 | 59.57 | 58.84 | 58.16 | 57.06 |
| 58 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.67 | 57.07 | 59.22 | 56.72 | 57.21 | 55.66 | 86.61 | 56.08 | 75.63 | 55.32 | 73.80 | 56.65 | 74.28 | 56.26 | 55.86 | 56.29 | 55.56 | 56.41 | 55.82 | 56.13 | 59.37 | 56.47 | 57.20 | 56.51 | 57.18 | 56.97 |
| 41 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 60.60 | 59.65 | 59.09 | 59.22 | 60.64 | 56.80 | 60.13 | 58.63 | 58.68 | 59.80 | 57.29 | 57.30 | 74.64 | 59.22 | 58.65 | 75.48 | 58.33 | 52.06 | 57.48 | 56.40 | 57.67 | 60.73 | 58.10 | 60.23 | 59.12 | 58.81 |
| 16 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 61.87 | 61.08 | 61.28 | 62.23 | 61.67 | 88.12 | 60.22 | 60.06 | 61.46 | 60.72 | 56.81 | 59.05 | 60.79 | 50.88 | 59.39 | 61.30 | 59.91 | 59.50 | 57.68 | 58.87 | 61.54 | 61.01 | 62.38 | 60.64 | 60.43 | 61.97 |
| 59 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 50.98 | 59.52 | 61.50 | 59.34 | 74.03 | 56.99 | 50.86 | 58.58 | 60.32 | 59.01 | 55.20 | 56.42 | 58.09 | 58.67 | 58.79 | 59.06 | 56.44 | 60.12 | 55.25 | 76.30 | 59.70 | 59.96 | 60.97 | 60.68 | 60.65 | 59.26 |
| 52 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.75 | 59.85 | 60.35 | 58.72 | 58.26 | 57.81 | 50.46 | 57.17 | 59.18 | 57.67 | 56.75 | 57.19 | 83.43 | 75.78 | 58.23 | 56.87 | 59.30 | 57.95 | 74.87 | 76.32 | 57.48 | 57.31 | 57.74 | 57.81 | 56.45 | 58.19 |
| 43 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 60.34 | 60.53 | 74.84 | 58.01 | 59.10 | 76.43 | 60.47 | 57.84 | 57.70 | 59.21 | 85.34 | 50.12 | 73.76 | 57.89 | 58.43 | 50.80 | 57.82 | 57.43 | 56.80 | 55.88 | 57.81 | 57.60 | 56.94 | 58.68 | 57.12 | 57.04 |
| 27 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 74.44 | 57.92 | 56.94 | 57.61 | 58.52 | 76.05 | 57.20 | 76.23 | 56.48 | 57.15 | 76.91 | 56.67 | 75.19 | 57.03 | 57.62 | 75.54 | 58.21 | 50.49 | 55.16 | 54.72 | 56.79 | 58.29 | 56.20 | 86.97 | 57.55 | 55.96 |
| 30 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.64 | 58.15 | 58.62 | 59.19 | 58.96 | 56.08 | 58.38 | 57.40 | 74.31 | 74.09 | 87.36 | 56.78 | 73.53 | 57.30 | 57.51 | 57.68 | 56.47 | 57.50 | 50.57 | 56.66 | 57.89 | 59.75 | 56.01 | 57.17 | 57.34 | 57.25 |
| 7 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.13 | 59.43 | 59.64 | 59.27 | 59.17 | 56.83 | 74.28 | 58.39 | 72.82 | 59.29 | 55.49 | 57.80 | 76.30 | 56.59 | 57.99 | 75.92 | 57.77 | 58.62 | 76.45 | 69.95 | 58.04 | 59.25 | 57.69 | 57.89 | 57.57 | 56.82 |
| 35 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.59 | 57.69 | 58.80 | 59.78 | 72.35 | 76.59 | 73.13 | 57.44 | 57.99 | 57.98 | 56.99 | 56.22 | 74.91 | 57.74 | 57.36 | 75.00 | 57.67 | 56.63 | 69.82 | 55.39 | 60.38 | 57.29 | 57.27 | 57.11 | 58.50 | 56.72 |
| 1 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.97 | 73.28 | 57.56 | 58.06 | 56.02 | 74.59 | 58.25 | 56.94 | 81.78 | 75.19 | 56.56 | 57.01 | 58.16 | 88.61 | 56.05 | 76.44 | 56.50 | 75.04 | 76.20 | 55.19 | 57.85 | 56.59 | 56.75 | 56.36 | 56.31 | 56.09 |
| 14 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 57.51 | 59.13 | 58.74 | 58.62 | 58.52 | 76.46 | 58.53 | 57.86 | 72.67 | 50.76 | 75.40 | 56.79 | 89.70 | 56.73 | 56.43 | 75.79 | 74.98 | 57.16 | 75.60 | 55.87 | 58.71 | 56.87 | 56.95 | 57.11 | 56.49 | 58.37 |
| 25 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 75.13 | 73.69 | 59.38 | 57.99 | 59.50 | 57.74 | 60.68 | 57.72 | 75.43 | 57.72 | 75.56 | 57.26 | 74.58 | 59.39 | 57.76 | 50.25 | 57.99 | 58.58 | 76.82 | 56.00 | 58.14 | 57.00 | 57.55 | 56.98 | 57.89 | 56.63 |
| 9 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.69 | 60.23 | 60.68 | 59.66 | 58.40 | 58.49 | 74.34 | 57.77 | 58.02 | 57.03 | 76.58 | 56.98 | 75.53 | 57.25 | 57.85 | 75.23 | 75.97 | 58.75 | 57.44 | 56.51 | 57.38 | 57.03 | 75.85 | 56.50 | 58.57 | 59.11 |
| 47 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.05 | 59.48 | 58.35 | 58.84 | 59.10 | 50.20 | 73.27 | 75.63 | 58.44 | 83.57 | 56.59 | 56.63 | 58.59 | 57.69 | 56.76 | 75.89 | 56.81 | 75.06 | 56.84 | 57.06 | 57.49 | 58.00 | 57.15 | 55.98 | 57.29 | 57.48 |
| 20 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 71.90 | 58.79 | 73.58 | 58.49 | 58.14 | 75.29 | 73.28 | 57.83 | 75.32 | 57.83 | 69.18 | 57.08 | 75.23 | 50.51 | 57.13 | 51.08 | 57.60 | 58.61 | 88.84 | 56.88 | 56.81 | 58.18 | 57.74 | 56.98 | 57.05 | 55.83 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.73 | 56.73 | 57.57 | 59.10 | 49.17 | 50.21 | 73.40 | 58.44 | 84.57 | 57.36 | 75.35 | 56.14 | 74.78 | 75.74 | 57.34 | 57.98 | 57.46 | 75.10 | 76.05 | 55.91 | 57.95 | 57.77 | 57.07 | 57.40 | 56.77 | 56.93 |
| 64 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 50.18 | 59.16 | 58.92 | 57.87 | 58.80 | 57.17 | 57.12 | 57.95 | 75.44 | 58.41 | 69.17 | 56.79 | 68.58 | 57.50 | 57.88 | 57.05 | 57.10 | 57.49 | 77.48 | 53.60 | 57.46 | 57.08 | 87.72 | 56.83 | 57.33 | 56.21 |
| 29 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.22 | 59.59 | 59.55 | 58.18 | 58.28 | 57.61 | 67.73 | 75.15 | 57.05 | 74.93 | 58.14 | 57.01 | 75.00 | 56.88 | 58.31 | 58.66 | 57.78 | 76.21 | 57.01 | 56.37 | 57.76 | 57.28 | 57.32 | 57.46 | 57.02 | 57.97 |
| 46 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 74.17 | 58.87 | 73.54 | 58.07 | 59.11 | 57.55 | 58.53 | 57.34 | 75.65 | 50.80 | 57.33 | 57.78 | 57.87 | 57.42 | 57.94 | 88.36 | 57.12 | 75.51 | 56.62 | 55.39 | 58.37 | 57.57 | 56.71 | 57.57 | 57.62 | 56.74 |
| 17 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 75.13 | 58.70 | 59.28 | 59.01 | 73.99 | 56.91 | 75.25 | 58.75 | 58.26 | 56.44 | 75.48 | 57.71 | 58.25 | 57.31 | 58.12 | 58.72 | 67.69 | 85.41 | 56.08 | 69.72 | 58.17 | 57.49 | 57.22 | 57.18 | 57.81 | 56.67 |
| 11 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 59.82 | 59.22 | 73.95 | 57.16 | 58.34 | 76.42 | 73.86 | 56.87 | 56.58 | 76.70 | 75.90 | 56.68 | 57.41 | 57.38 | 58.15 | 76.02 | 57.72 | 56.87 | 57.03 | 76.60 | 56.15 | 57.47 | 57.71 | 56.81 | 56.96 | 57.49 |
| 33 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.18 | 57.61 | 58.46 | 58.71 | 59.84 | 57.57 | 74.45 | 57.91 | 75.12 | 57.68 | 70.40 | 56.79 | 50.49 | 57.90 | 58.17 | 76.72 | 57.52 | 57.91 | 57.84 | 77.15 | 57.19 | 58.45 | 76.63 | 57.81 | 56.47 | 57.53 |
| 12 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.94 | 58.20 | 72.87 | 58.06 | 59.22 | 56.19 | 75.27 | 57.70 | 57.96 | 58.04 | 76.65 | 57.55 | 76.74 | 57.37 | 56.28 | 58.47 | 57.41 | 75.12 | 75.65 | 55.57 | 58.47 | 57.31 | 56.84 | 56.86 | 57.12 | 57.69 |
| 13 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 49.88 | 73.70 | 57.37 | 58.83 | 56.36 | 91.73 | 75.50 | 58.75 | 58.88 | 55.78 | 77.01 | 57.19 | 74.96 | 76.29 | 56.83 | 75.24 | 57.05 | 57.58 | 56.42 | 56.51 | 57.32 | 58.83 | 58.42 | 56.89 | 55.90 | 58.38 |
| 4 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.09 | 58.23 | 74.60 | 58.26 | 59.22 | 76.95 | 75.52 | 56.78 | 74.54 | 75.70 | 56.21 | 70.09 | 74.14 | 57.29 | 56.74 | 49.51 | 75.70 | 75.49 | 56.06 | 55.17 | 57.46 | 56.87 | 57.16 | 55.21 | 57.99 | 58.00 |
| 49 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 56.18 | 59.01 | 58.15 | 57.73 | 59.59 | 56.32 | 73.48 | 57.42 | 57.32 | 58.20 | 75.20 | 56.02 | 88.53 | 57.25 | 57.60 | 76.53 | 56.99 | 76.65 | 56.95 | 52.97 | 57.50 | 55.58 | 57.43 | 57.35 | 57.27 | 56.41 |
| 26 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.73 | 59.69 | 73.88 | 58.32 | 58.73 | 55.24 | 59.14 | 57.55 | 57.89 | 58.04 | 76.36 | 57.69 | 75.41 | 58.03 | 56.98 | 75.69 | 76.06 | 57.11 | 57.35 | 56.52 | 57.29 | 57.15 | 57.00 | 57.08 | 57.42 | 56.67 |
| 6 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.28 | 60.16 | 59.39 | 59.10 | 59.57 | 56.88 | 49.17 | 58.23 | 75.51 | 75.58 | 56.47 | 55.95 | 75.41 | 57.05 | 57.90 | 76.82 | 57.33 | 74.74 | 91.17 | 76.28 | 60.06 | 58.29 | 57.98 | 56.88 | 57.14 | 57.32 |
| 34 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.22 | 58.70 | 59.53 | 58.67 | 59.19 | 69.49 | 75.98 | 76.50 | 57.04 | 57.77 | 76.85 | 55.82 | 58.87 | 57.45 | 56.17 | 76.45 | 57.14 | 56.84 | 54.64 | 54.88 | 76.13 | 58.12 | 56.99 | 55.83 | 56.60 | 58.01 |
| 68 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 75.15 | 59.44 | 59.01 | 57.35 | 58.85 | 57.65 | 75.85 | 57.31 | 76.21 | 58.01 | 69.96 | 56.44 | 76.01 | 57.25 | 57.08 | 76.06 | 57.20 | 57.46 | 56.55 | 55.97 | 56.80 | 57.87 | 57.57 | 56.98 | 57.23 | 49.17 |
| 0 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.78 | 58.48 | 75.23 | 58.86 | 75.05 | 57.29 | 69.20 | 57.45 | 75.91 | 58.31 | 76.99 | 70.26 | 75.46 | 56.60 | 56.44 | 76.54 | 57.62 | 56.58 | 76.51 | 56.48 | 56.99 | 56.02 | 56.07 | 56.76 | 57.63 | 89.69 |
| 2 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.59 | 58.87 | 58.96 | 59.09 | 59.19 | 56.93 | 74.83 | 57.77 | 88.74 | 88.81 | 57.71 | 90.23 | 56.31 | 56.35 | 56.79 | 74.88 | 57.18 | 57.59 | 56.47 | 70.05 | 57.85 | 57.20 | 58.46 | 57.78 | 57.70 | 58.33 |
| 38 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.41 | 58.51 | 58.96 | 57.91 | 60.36 | 76.44 | 74.52 | 57.44 | 67.56 | 56.03 | 76.66 | 57.01 | 75.62 | 57.31 | 56.00 | 75.40 | 57.03 | 57.37 | 55.06 | 56.14 | 55.73 | 57.88 | 56.52 | 56.03 | 57.84 | 55.92 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.22 | 49.17 | 75.07 | 58.85 | 74.68 | 58.37 | 56.60 | 57.47 | 56.78 | 54.94 | 69.36 | 91.16 | 56.75 | 57.50 | 75.70 | 75.74 | 76.26 | 55.71 | 56.60 | 57.48 | 58.15 | 56.58 | 56.81 | 56.58 | 56.62 |
| 51 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.63 | 58.76 | 50.13 | 58.91 | 58.32 | 75.70 | 73.50 | 58.26 | 74.50 | 59.16 | 76.83 | 55.92 | 75.71 | 57.13 | 58.25 | 56.13 | 57.46 | 57.47 | 56.45 | 56.31 | 58.17 | 57.85 | 56.91 | 56.72 | 57.18 | 56.15 |
Size of the test data: (72, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 627 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.74 | -4.68 | -3.63 | -5.06 | -5.34 | 5.57 | -6.55 | -6.71 | -5.04 | -6.46 | -6.81 | -5.82 | -7.09 | -4.91 | -6.04 | -6.77 | -5.43 | -6.87 | -8.60 | -8.00 | -6.56 | -6.83 | -5.91 | -7.58 | -8.18 | -6.64 | 25 |
| 625 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.92 | -7.32 | -6.16 | -7.91 | -5.80 | -8.67 | -5.45 | -7.55 | -7.26 | -6.38 | -6.69 | -7.63 | 1.68 | -6.95 | -8.72 | 1.84 | -8.02 | -3.52 | -7.85 | -8.01 | -8.06 | -6.28 | -7.25 | -7.50 | -7.01 | -8.18 | 24 |
| 384 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.08 | -7.36 | -4.55 | -5.67 | 0.94 | -8.78 | -5.35 | -7.11 | -6.55 | -6.01 | -8.78 | -7.52 | -7.79 | -7.57 | -6.47 | -7.15 | -7.93 | -7.79 | -8.24 | 2.01 | -7.58 | -7.75 | -6.69 | -7.03 | -7.72 | -7.27 | 24 |
| 531 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -4.89 | -7.73 | -5.84 | -7.19 | -6.14 | -7.38 | -6.83 | -6.56 | -5.83 | -6.57 | 5.10 | -7.87 | 2.39 | -8.95 | -6.10 | -6.83 | -7.28 | 3.68 | -7.24 | -8.42 | -6.47 | -8.83 | -7.78 | -7.96 | -8.56 | -8.39 | 23 |
| 769 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.42 | -6.22 | -7.20 | -6.82 | -6.40 | -0.54 | 0.91 | -7.44 | -6.18 | -7.55 | -6.39 | -6.95 | -0.33 | -6.71 | -5.98 | -0.75 | 3.14 | -6.78 | -8.08 | 1.28 | -7.94 | -6.52 | 2.83 | -8.51 | -6.81 | -7.66 | 22 |
| 787 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.28 | -6.64 | -7.21 | -7.14 | -6.77 | 0.80 | -5.91 | -6.38 | 1.42 | -1.37 | -5.92 | -7.37 | 2.68 | -5.11 | -6.23 | -6.52 | -6.24 | -0.14 | -6.95 | -6.51 | -7.18 | -7.48 | 3.38 | -7.06 | -8.00 | -8.07 | 22 |
| 802 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.14 | -6.47 | -0.80 | -6.88 | -6.24 | -6.35 | 0.32 | -7.34 | -0.80 | -6.52 | 0.80 | -5.18 | -0.66 | -5.04 | -6.22 | -1.75 | -0.85 | -7.09 | 0.11 | 1.77 | -6.40 | -7.91 | -6.91 | -7.52 | -7.53 | -7.81 | 22 |
| 561 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.94 | -5.77 | -6.50 | -6.84 | -5.89 | -7.04 | -7.33 | -7.74 | 1.65 | -6.69 | 0.12 | -6.44 | -0.23 | -6.59 | -5.72 | -6.97 | -6.71 | -7.13 | 3.58 | -6.83 | -7.69 | -9.13 | 7.23 | -8.26 | -6.50 | -8.16 | 22 |
| 434 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.66 | -6.37 | 1.74 | -7.87 | -5.44 | 2.66 | -6.42 | -7.12 | -6.92 | -6.77 | 3.40 | -5.12 | 1.67 | -8.45 | -7.27 | -5.47 | -7.42 | -6.53 | -8.16 | -6.90 | -8.65 | -7.49 | -9.04 | -8.03 | -7.37 | -9.14 | 22 |
| 739 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.63 | -6.42 | -7.03 | -6.16 | -6.20 | 0.72 | -0.06 | -7.09 | -1.87 | -7.11 | -7.05 | -5.21 | -1.87 | -5.75 | -4.74 | -0.05 | -5.36 | -6.68 | 2.55 | -6.23 | -7.34 | -7.03 | 3.21 | -8.00 | -7.67 | -6.86 | 22 |
| 738 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.55 | -6.86 | -7.24 | -6.08 | -6.21 | 1.07 | -6.59 | -2.47 | -6.55 | -6.59 | -6.05 | -6.90 | 1.76 | -3.84 | -0.12 | -1.42 | -5.11 | -6.46 | -6.38 | -6.53 | -7.32 | -5.61 | 1.82 | -6.93 | -6.19 | -6.51 | 22 |
| 721 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.69 | -6.81 | -6.28 | -6.89 | 2.02 | -7.41 | -1.12 | -7.00 | -7.07 | -6.84 | 1.22 | -6.83 | -5.51 | -6.06 | -5.41 | 3.44 | -6.47 | -8.18 | 0.79 | -7.45 | -8.17 | -8.81 | -7.65 | -8.11 | -7.95 | -9.68 | 22 |
| 706 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.94 | -0.46 | -5.87 | -6.35 | -6.49 | -5.86 | -1.06 | -5.50 | -6.64 | -1.30 | -6.61 | 0.14 | -1.78 | -6.27 | -5.85 | 2.68 | -7.16 | -7.48 | -0.60 | 0.86 | -6.61 | -6.94 | -5.01 | -8.59 | -7.43 | -8.54 | 22 |
| 387 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.14 | -6.44 | -6.75 | -6.74 | -6.21 | -7.05 | -5.38 | -8.10 | -7.24 | -7.34 | -8.10 | -7.27 | 3.42 | 4.26 | -7.20 | -7.91 | -6.61 | -6.78 | 3.21 | 3.28 | -9.46 | -8.39 | 2.84 | -8.57 | -8.40 | -7.75 | 21 |
| 786 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.51 | -6.79 | -6.60 | -6.30 | -6.26 | 0.10 | -6.31 | -7.50 | -0.80 | -2.75 | 0.97 | -5.96 | 2.56 | -5.62 | -5.02 | 1.54 | -7.58 | -6.77 | -1.49 | -5.50 | -6.57 | -7.92 | 3.66 | -8.32 | -8.30 | -7.68 | 21 |
| 592 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.02 | -6.20 | -6.57 | -6.43 | -8.03 | -7.72 | -7.91 | -8.01 | 2.51 | 1.89 | 7.51 | -7.52 | 1.49 | -7.92 | -6.63 | -7.82 | -6.57 | -6.52 | -8.57 | -8.09 | -9.09 | -7.35 | -8.27 | -7.24 | -8.08 | -8.19 | 21 |
| 577 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.22 | -8.28 | -6.19 | -6.23 | -6.11 | -7.40 | 4.89 | -8.42 | 7.51 | -7.98 | 2.31 | -8.39 | 2.86 | -8.26 | -7.68 | -7.99 | -7.18 | -7.30 | -8.08 | -7.40 | -6.39 | -7.67 | -9.15 | -8.47 | -6.43 | -7.95 | 21 |
| 451 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.51 | -5.09 | -7.11 | -6.06 | -7.09 | -5.55 | 1.76 | 1.44 | -6.71 | 4.50 | -7.90 | -6.66 | -6.05 | -7.16 | -6.44 | 1.33 | -7.08 | 2.70 | -7.20 | -6.24 | -7.52 | -7.44 | -7.80 | -7.66 | -7.29 | -7.72 | 21 |
| 689 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -3.31 | -6.17 | -6.51 | -6.46 | -6.49 | 1.53 | -7.47 | -6.35 | -7.60 | -6.93 | 0.82 | -7.09 | -0.64 | -1.95 | -4.85 | -1.19 | -6.83 | 0.35 | -5.35 | 0.98 | -7.12 | -7.35 | 3.57 | -8.31 | -6.61 | -7.52 | 21 |
| 834 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.11 | -6.33 | -0.08 | -5.84 | -1.06 | -6.43 | 1.49 | -2.11 | -1.77 | -7.08 | -8.31 | 1.07 | -2.31 | -7.08 | -5.96 | 2.07 | -6.75 | -6.76 | 1.46 | -7.24 | -7.63 | -8.76 | -8.27 | -7.76 | -8.30 | -6.49 | 21 |
| 562 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.23 | -6.13 | -5.99 | -6.69 | -6.42 | -7.00 | -1.27 | 1.44 | -8.41 | 1.92 | -7.56 | -6.92 | 2.21 | -6.93 | -6.32 | -7.25 | -6.43 | 1.96 | -7.39 | -7.98 | -6.95 | -7.56 | -7.26 | -8.66 | -7.58 | -6.08 | 21 |
| 563 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.48 | -6.77 | 1.74 | -6.76 | -5.95 | -5.81 | -6.86 | -6.70 | 2.67 | -4.50 | -7.09 | -6.26 | -6.35 | -6.66 | -6.53 | 3.46 | -6.51 | 1.21 | -7.54 | -6.91 | -7.60 | -7.32 | -7.17 | -6.90 | -6.89 | -6.03 | 21 |
| 658 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.36 | -6.47 | -6.69 | -5.69 | -5.03 | -5.56 | 2.24 | -6.20 | -6.99 | -7.48 | 1.89 | -7.21 | 5.88 | -7.49 | -7.27 | 3.00 | -6.54 | 3.68 | -5.81 | -7.97 | -7.54 | -7.64 | -7.41 | -8.64 | -7.06 | -7.24 | 21 |
| 723 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.65 | -7.04 | -0.21 | -6.72 | -6.48 | -7.98 | -6.43 | -8.18 | -7.36 | -7.93 | 2.14 | 2.12 | -6.99 | -5.35 | -7.75 | -0.67 | -5.52 | -5.68 | 1.72 | 1.62 | -7.91 | -6.53 | 3.55 | -8.64 | -6.86 | -8.13 | 21 |
| 467 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.80 | -5.89 | -6.16 | -6.60 | -5.34 | -7.72 | 2.05 | -5.77 | 4.01 | 4.32 | -7.10 | 4.79 | -8.29 | -6.80 | -7.49 | 1.02 | -6.53 | -6.54 | -9.40 | -0.09 | -7.15 | -6.71 | -6.85 | -7.30 | -6.33 | -8.29 | 21 |
| 512 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.59 | -7.29 | -6.84 | -6.58 | -5.54 | 2.01 | 1.70 | -8.20 | -0.77 | -8.95 | 1.99 | -8.55 | 0.78 | -7.38 | -7.40 | 2.89 | -6.63 | -6.12 | -7.63 | -6.94 | -6.96 | -6.31 | -7.39 | -7.66 | -8.09 | -7.61 | 21 |
| 819 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.56 | -7.25 | -6.31 | -7.08 | -6.71 | 1.00 | -1.04 | -6.28 | -6.34 | -7.35 | -0.47 | -7.36 | 3.23 | -7.38 | -5.99 | 2.91 | -6.81 | 1.97 | -1.21 | 1.95 | -7.97 | -6.40 | -6.87 | -8.06 | -7.34 | -7.90 | 21 |
| 640 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.89 | -5.80 | -6.79 | -6.80 | 1.47 | 2.61 | 2.23 | -7.54 | -7.35 | -7.12 | -8.42 | -6.35 | 2.99 | -6.16 | -7.41 | 3.42 | -6.90 | -6.87 | 0.36 | -7.90 | -7.68 | -6.84 | -8.75 | -8.05 | -8.14 | -7.53 | 20 |
| 402 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.16 | 0.49 | -6.28 | -6.97 | -6.24 | -7.29 | -6.48 | -6.83 | 2.44 | -7.51 | 1.77 | -6.31 | 2.21 | -6.13 | -6.25 | -5.77 | -6.90 | -6.81 | 2.11 | -7.73 | -8.38 | -7.22 | -7.54 | -7.93 | -8.05 | -8.34 | 20 |
| 659 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.26 | -5.62 | 2.05 | -6.20 | -6.07 | -5.80 | -7.42 | -6.93 | -6.55 | -6.86 | 2.02 | -6.29 | 1.72 | -6.68 | -7.16 | 1.40 | 2.50 | -6.40 | -6.62 | -7.29 | -8.06 | -7.64 | -9.83 | -8.54 | -6.64 | -8.07 | 20 |
| 803 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.78 | -2.90 | 0.72 | 0.51 | -5.81 | -5.56 | -6.78 | -6.47 | -0.30 | -6.55 | 0.09 | -5.73 | -1.32 | -5.39 | -6.50 | 2.88 | 1.77 | 2.41 | -5.41 | -6.93 | -7.91 | -7.18 | -6.38 | -7.27 | -6.67 | -8.59 | 20 |
| 514 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.99 | -7.34 | -5.76 | -6.35 | -7.21 | 3.06 | 0.77 | -6.58 | 2.89 | -6.20 | 2.22 | -6.39 | 1.73 | -7.19 | -5.27 | -7.15 | -7.80 | -6.36 | -7.46 | -7.41 | -6.76 | -7.23 | -7.44 | -7.49 | -7.94 | -8.78 | 20 |
| 850 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.28 | -7.58 | -6.29 | -6.33 | -5.85 | 1.34 | -6.39 | -5.35 | -1.51 | -6.65 | -5.98 | -6.28 | 0.92 | -5.06 | -5.41 | 1.87 | 0.52 | -5.91 | -0.52 | 1.94 | -7.50 | -8.92 | -7.68 | -7.44 | -6.79 | -7.55 | 20 |
| 785 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.27 | -7.03 | -7.22 | -6.83 | -6.38 | -6.63 | -1.76 | -6.84 | -7.65 | -7.90 | 0.95 | -5.69 | 2.50 | -1.27 | -5.25 | -6.88 | -6.11 | 0.07 | -5.57 | 2.76 | -7.92 | -7.09 | 3.47 | -7.58 | 1.08 | -7.31 | 20 |
| 832 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.71 | -7.05 | 0.90 | -6.54 | -6.56 | -6.13 | 1.85 | -5.56 | 2.67 | -8.23 | -6.15 | 1.24 | -0.58 | -1.29 | -6.79 | 2.07 | -7.26 | 1.29 | -5.81 | -7.89 | -6.74 | -6.79 | -6.69 | -7.54 | -6.55 | -7.36 | 20 |
| 737 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.10 | -5.83 | -5.90 | -6.43 | -6.13 | 0.27 | -6.40 | -2.93 | -2.32 | -6.37 | 0.70 | -6.56 | -1.19 | -5.17 | -6.33 | -7.19 | -1.07 | 0.60 | 1.54 | -7.31 | -7.51 | -8.06 | 3.24 | -8.24 | -8.56 | -7.43 | 20 |
| 688 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.24 | -6.50 | 0.81 | -5.84 | -6.03 | 0.29 | -6.09 | -7.30 | -7.29 | -7.47 | -5.10 | -6.29 | 1.11 | -6.01 | -1.01 | 2.20 | -6.74 | 1.47 | -6.22 | -0.05 | -8.18 | -7.76 | 3.46 | -8.82 | -0.75 | -7.42 | 20 |
| 417 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.69 | -6.08 | -5.27 | -6.38 | -5.84 | -0.58 | 2.46 | 2.36 | -7.01 | -7.49 | 2.73 | -5.44 | 7.39 | -6.56 | -7.11 | 2.25 | -7.56 | -7.35 | -6.85 | -7.63 | 3.55 | -7.55 | -8.02 | -7.42 | -8.01 | -7.04 | 19 |
| 771 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.73 | -6.52 | 0.18 | -6.72 | -5.49 | 0.06 | -5.96 | -7.60 | -7.37 | -7.92 | 1.49 | 1.97 | 1.92 | 2.50 | -5.30 | -7.27 | -7.25 | -7.36 | -7.45 | 2.20 | -7.51 | -7.37 | -7.16 | -7.34 | -7.72 | -7.59 | 19 |
| 656 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.14 | 1.69 | -6.27 | -6.88 | -7.07 | 6.14 | 2.41 | -6.17 | -6.72 | -7.22 | 1.95 | -6.64 | 1.76 | 2.38 | -8.02 | 2.82 | -7.85 | -6.47 | -6.53 | -7.27 | -9.96 | -6.79 | -7.71 | -7.20 | -7.52 | -8.12 | 19 |
| 691 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.91 | -6.17 | -6.15 | -5.96 | -5.92 | -7.04 | 1.81 | -7.13 | 1.97 | -7.51 | 1.83 | -6.27 | -1.83 | -8.39 | -5.80 | 1.47 | 1.35 | -0.82 | 0.91 | -8.06 | -8.20 | -6.59 | -9.26 | -6.65 | -7.01 | -7.21 | 19 |
| 418 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.04 | -6.83 | -5.33 | -7.25 | -6.14 | -5.62 | 2.22 | -6.95 | 2.88 | -6.62 | 0.38 | -7.72 | 1.18 | -7.32 | -7.25 | 2.75 | -7.87 | -7.80 | -7.79 | -7.47 | -8.26 | -7.12 | -6.23 | -7.62 | -6.95 | 6.51 | 19 |
| 611 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.42 | -7.31 | 0.96 | -7.30 | -5.73 | -5.99 | 2.00 | -7.38 | -7.31 | -8.17 | 1.39 | -6.99 | 2.20 | -6.86 | -5.91 | -6.14 | -7.16 | 0.73 | 1.53 | -7.32 | -6.98 | -7.59 | -7.70 | -8.60 | -8.44 | -7.40 | 19 |
| 610 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.73 | -6.06 | -6.49 | -6.47 | -5.62 | -7.43 | 1.37 | -7.28 | 2.47 | -6.54 | 0.45 | -6.33 | -5.49 | -6.80 | -6.50 | 2.16 | -6.74 | -7.08 | -6.77 | 2.64 | -6.33 | -6.90 | 3.69 | -6.82 | -8.00 | -7.27 | 19 |
| 609 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.94 | -6.17 | 0.82 | -7.26 | -7.52 | 1.13 | 2.59 | -7.40 | -8.11 | 2.94 | 0.80 | -7.37 | -6.88 | -7.71 | -6.41 | 1.44 | -5.73 | -7.30 | -7.73 | 1.69 | -7.08 | -8.58 | -5.99 | -7.35 | -7.33 | -7.29 | 19 |
| 720 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.89 | -6.21 | -7.07 | -7.61 | -6.02 | -6.34 | -0.22 | -6.37 | -7.16 | -7.70 | -6.19 | 1.06 | 2.35 | -6.92 | -5.99 | 1.47 | -7.94 | -6.24 | 0.79 | 0.24 | -7.18 | -8.41 | 3.95 | -6.54 | -8.01 | -8.32 | 19 |
| 608 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.32 | -6.94 | -6.11 | -5.60 | 0.85 | -7.86 | 2.60 | -6.88 | -5.88 | -7.40 | 0.92 | -6.67 | -7.31 | -5.85 | -6.28 | -4.86 | 0.87 | 4.29 | -6.54 | 1.96 | -7.82 | -7.97 | -8.12 | -7.92 | -8.12 | -9.88 | 19 |
| 675 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -7.96 | -7.42 | -6.58 | -6.46 | 1.61 | -0.14 | -6.81 | -0.06 | -7.21 | -6.57 | -6.14 | 1.94 | -5.44 | -7.00 | -0.05 | 1.06 | 0.56 | 1.46 | -7.23 | -6.35 | -8.63 | 2.29 | -8.63 | -6.92 | -7.59 | 19 |
| 801 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.48 | -6.64 | -6.41 | -5.82 | -5.89 | -6.61 | -2.40 | -7.71 | -5.81 | -6.46 | 1.21 | -6.28 | 0.22 | -0.33 | -6.27 | 1.49 | 0.26 | 1.46 | 0.85 | -6.82 | -8.41 | -5.77 | -7.19 | -7.76 | -5.89 | -6.36 | 19 |
| 816 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.55 | -6.45 | -5.83 | -6.99 | -6.51 | 2.08 | 0.94 | -5.24 | -6.65 | -6.79 | 2.10 | -6.03 | 1.74 | -6.02 | -4.91 | 2.68 | -7.31 | -6.61 | -1.82 | 2.12 | -8.06 | -8.34 | 3.58 | -7.66 | -8.62 | -6.48 | 19 |
| 449 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.64 | -5.50 | -4.68 | -6.33 | -5.63 | -6.51 | 2.45 | -7.76 | -7.53 | -6.91 | 1.91 | -7.80 | 2.18 | -7.50 | -8.01 | 3.54 | 3.10 | -6.26 | -7.13 | -8.55 | -8.01 | -7.34 | 4.29 | -7.93 | -7.10 | -7.28 | 19 |
| 704 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.82 | -1.52 | -6.93 | -6.26 | -6.81 | 0.78 | 0.99 | -2.42 | -6.32 | -5.96 | 1.52 | -5.13 | 0.56 | -0.15 | -5.82 | -1.05 | -5.69 | -7.72 | -4.97 | 1.92 | -7.13 | -7.63 | 3.35 | -7.59 | -6.72 | -7.27 | 19 |
| 817 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.28 | -7.25 | -6.41 | -6.29 | -5.87 | -8.04 | -5.62 | -7.23 | -8.11 | -7.32 | 0.95 | -7.87 | 2.28 | -4.78 | -4.73 | -7.41 | -7.81 | 2.06 | 2.38 | 0.93 | -9.00 | -6.87 | 3.75 | -8.38 | 3.08 | -7.40 | 19 |
| 642 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.52 | -5.39 | -6.59 | -6.81 | -6.27 | 1.68 | -6.66 | -8.11 | 1.97 | -4.94 | 1.77 | -7.33 | 6.04 | -7.84 | -7.33 | 2.39 | 3.20 | -7.29 | 2.09 | -7.19 | -6.73 | -9.26 | -7.46 | -7.54 | -8.87 | -8.25 | 19 |
| 595 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.55 | -5.72 | -5.85 | -6.06 | -7.68 | -5.76 | 0.84 | -7.54 | 1.28 | -7.28 | -7.32 | -7.11 | 2.30 | -6.97 | -7.02 | 1.90 | -6.66 | -7.43 | 1.94 | 0.36 | -8.37 | -6.54 | -6.57 | -7.29 | -8.72 | -8.53 | 19 |
| 547 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.78 | -7.21 | -6.56 | -7.13 | -5.88 | 2.26 | -6.91 | 2.16 | -6.83 | -7.53 | 3.01 | -8.25 | 2.64 | -6.04 | -6.03 | 2.49 | -7.21 | -5.10 | -7.01 | -6.18 | -7.90 | -7.23 | -9.12 | 4.59 | -6.22 | -9.19 | 19 |
| 755 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.62 | -6.35 | -6.26 | 0.10 | -5.81 | 2.00 | -0.12 | -5.41 | -6.24 | -1.52 | -4.70 | -0.37 | 1.78 | -5.19 | -5.26 | 0.49 | -0.47 | -5.22 | 1.07 | 0.47 | -8.76 | -7.22 | -7.29 | -8.48 | 1.26 | 1.54 | 18 |
| 722 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.20 | -7.08 | -6.50 | -5.85 | -5.93 | -7.00 | -1.69 | -6.22 | -6.34 | -6.93 | -6.08 | 3.20 | 2.70 | -6.48 | -6.05 | 2.46 | -7.01 | 1.74 | 3.84 | 3.24 | -6.25 | -7.25 | 4.75 | -7.41 | -7.24 | -7.65 | 18 |
| 499 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.92 | -7.41 | 2.20 | -6.91 | -5.59 | 1.93 | 2.76 | -7.19 | 3.54 | -7.89 | 0.06 | -7.12 | 2.71 | -4.58 | -7.25 | -6.29 | -6.51 | -6.74 | 3.95 | -7.13 | -8.60 | -8.28 | -7.38 | -8.03 | -7.70 | -8.80 | 18 |
| 513 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.91 | -5.43 | 6.51 | 1.67 | -6.73 | 2.13 | -6.09 | -7.30 | -7.76 | -7.12 | -6.39 | 0.09 | 5.13 | -7.76 | -7.65 | 1.59 | 1.50 | 2.28 | -7.47 | -7.35 | -8.21 | -7.09 | -7.58 | -7.58 | -7.55 | -8.28 | 17 |
| 707 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.95 | -6.57 | -7.37 | -6.21 | -5.87 | 1.94 | 2.55 | -6.25 | -1.28 | -7.26 | 2.51 | 1.57 | 0.19 | 0.64 | -5.17 | -6.49 | -5.55 | -0.25 | 1.99 | -7.27 | -8.39 | -9.07 | 4.38 | -6.89 | -7.01 | -8.47 | 17 |
| 416 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.54 | -4.49 | -6.15 | -7.06 | -5.86 | -8.71 | 6.51 | -6.89 | 2.28 | 2.16 | -6.38 | -6.97 | 2.61 | -7.65 | -6.89 | 3.05 | -7.04 | 2.22 | 3.41 | 1.48 | -6.37 | -7.57 | -6.93 | -9.11 | -8.94 | -7.94 | 17 |
| 560 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.99 | -4.80 | -7.18 | -6.10 | 6.51 | -5.93 | 1.25 | -7.24 | 3.17 | -8.11 | 2.49 | -6.03 | 2.53 | 1.43 | -7.54 | -7.31 | -7.24 | 2.44 | 2.46 | -6.06 | -6.58 | -7.78 | -7.33 | -7.73 | -7.80 | -7.65 | 17 |
| 851 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | 0.24 | 0.27 | -5.81 | -6.95 | 0.79 | -6.42 | -5.73 | 1.42 | -6.42 | 1.18 | 3.32 | 1.29 | -5.45 | -5.89 | 3.28 | -5.53 | -0.99 | 1.01 | -6.67 | -6.30 | -7.16 | -6.02 | -8.06 | -8.02 | -7.92 | 17 |
| 641 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.98 | 0.39 | -6.83 | -6.24 | -6.60 | 2.61 | -6.84 | -7.81 | 5.45 | 2.71 | -7.25 | -7.02 | -5.95 | 3.89 | -8.41 | 2.99 | -7.47 | 3.02 | 2.19 | -8.45 | -7.79 | -8.16 | -8.07 | -9.09 | -8.08 | -8.74 | 17 |
| 736 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.33 | -7.01 | -0.03 | -5.59 | -7.11 | 2.18 | 0.84 | -6.17 | -7.30 | 0.03 | 1.28 | -5.43 | 0.79 | -6.43 | -4.87 | 0.55 | -8.19 | -5.59 | 0.72 | 0.01 | -8.25 | -6.85 | 3.95 | -7.88 | -7.07 | -5.93 | 17 |
| 800 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.06 | -6.30 | -7.06 | -5.81 | -7.82 | 0.48 | 0.22 | -6.47 | -6.87 | -6.45 | 0.75 | -5.59 | 1.54 | -5.52 | -5.05 | -0.70 | 0.33 | 1.59 | 1.69 | 0.16 | -6.61 | -8.80 | 3.01 | -7.47 | -7.19 | -8.76 | 17 |
| 784 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.09 | -6.43 | -4.79 | -6.66 | -6.64 | 1.57 | 1.21 | -5.98 | 0.29 | -7.52 | 1.57 | 0.49 | -1.76 | -5.50 | 1.17 | 0.96 | -5.16 | -7.74 | 0.59 | -8.79 | -6.99 | -9.18 | 2.67 | -0.18 | -8.08 | -7.45 | 16 |
| 833 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.26 | -5.77 | -6.86 | -5.82 | -6.33 | -7.10 | 0.96 | -5.47 | 2.22 | -6.79 | 0.70 | -5.85 | -6.20 | 2.88 | -6.03 | 1.18 | 1.82 | 2.03 | 1.12 | -0.56 | -6.27 | -7.31 | 2.58 | -8.33 | -6.79 | -7.17 | 16 |
| 419 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.32 | -6.72 | 2.82 | -6.54 | 1.19 | -6.63 | 0.86 | -7.07 | 2.53 | -6.22 | 1.92 | 1.83 | 1.55 | -7.12 | -8.39 | 1.33 | -6.51 | -6.18 | 1.18 | -7.16 | -7.61 | -8.83 | -7.15 | -6.87 | -7.20 | 4.39 | 16 |
| 657 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 6.41 | -6.33 | 1.94 | -5.73 | -5.95 | 1.90 | 2.50 | -8.04 | 2.34 | 2.03 | -6.93 | 0.07 | 1.66 | -5.98 | -7.39 | -4.98 | 0.28 | 2.45 | -7.64 | -7.62 | -7.29 | -7.13 | -7.12 | -8.73 | -6.05 | -8.23 | 16 |
| 752 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.32 | -6.83 | 1.47 | -6.58 | 0.22 | 0.57 | 1.27 | -5.69 | -6.26 | -7.80 | 1.89 | -5.11 | 1.84 | -5.11 | 0.18 | -0.32 | 0.74 | -5.98 | 1.02 | -6.10 | -5.78 | -6.13 | 3.25 | -7.17 | -7.80 | -7.37 | 15 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 70.620417 | 5.177879 |
| mAP_valid_abs_values_11 | 70.125556 | 5.450132 |
| mAP_valid_abs_values_16 | 69.597639 | 6.112101 |
| mAP_valid_abs_values_7 | 68.793056 | 5.288811 |
| mAP_valid_abs_values_19 | 68.791389 | 5.882199 |
| mAP_valid_abs_values | 68.515833 | 5.394471 |
| mAP_valid_abs_values_9 | 67.928472 | 4.881950 |
| mAP_valid_abs_values_6 | 67.816111 | 5.462187 |
| mAP_valid_abs_values_23 | 67.485278 | 4.846358 |
| mAP_valid_abs_values_18 | 67.192361 | 4.829872 |
| mAP_valid_abs_values_20 | 66.648194 | 4.903977 |
| mAP_valid_abs_values_10 | 65.961111 | 4.376367 |
| mAP_valid_abs_values_2 | 65.754583 | 2.040182 |
| mAP_valid_abs_values_3 | 65.669028 | 4.149084 |
| mAP_valid_abs_values_12 | 65.535694 | 4.655799 |
| mAP_valid_abs_values_5 | 65.360833 | 3.442333 |
| mAP_valid_abs_values_4 | 65.336389 | 1.282834 |
| mAP_valid_abs_values_17 | 65.080556 | 5.576295 |
| mAP_valid_abs_values_8 | 65.062083 | 3.501951 |
| mAP_valid_abs_values_26 | 64.744861 | 4.310884 |
| mAP_valid_abs_values_24 | 64.728889 | 3.586375 |
| mAP_valid_abs_values_25 | 64.714306 | 2.913914 |
| mAP_valid_abs_values_14 | 64.658472 | 4.869218 |
| mAP_valid_abs_values_15 | 64.567222 | 1.536852 |
| mAP_valid_abs_values_21 | 64.368333 | 3.464628 |
| mAP_valid_abs_values_22 | 63.558056 | 3.916255 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_13 | 70.820556 | 7.865127 |
| mAP_test_abs_values_16 | 68.630694 | 9.658375 |
| mAP_test_abs_values_11 | 68.604583 | 9.515487 |
| mAP_test_abs_values_7 | 67.099861 | 8.080257 |
| mAP_test_abs_values | 66.631528 | 8.589009 |
| mAP_test_abs_values_19 | 66.021111 | 9.978181 |
| mAP_test_abs_values_6 | 65.066944 | 9.411264 |
| mAP_test_abs_values_9 | 64.886667 | 8.924696 |
| mAP_test_abs_values_23 | 64.004167 | 9.611958 |
| mAP_test_abs_values_18 | 63.848889 | 8.613240 |
| mAP_test_abs_values_20 | 62.609861 | 8.908308 |
| average_map | 62.004038 | 1.080287 |
| mAP_test_abs_values_3 | 61.338056 | 6.129838 |
| mAP_test_abs_values_12 | 60.593750 | 7.665365 |
| mAP_test_abs_values_10 | 60.408194 | 7.298375 |
| mAP_test_abs_values_17 | 60.256250 | 8.488020 |
| mAP_test_abs_values_5 | 59.968333 | 4.333901 |
| mAP_test_abs_values_2 | 59.872083 | 3.789966 |
| mAP_test_abs_values_14 | 59.452917 | 7.349771 |
| mAP_test_abs_values_4 | 59.146667 | 2.527302 |
| mAP_test_abs_values_8 | 58.900000 | 5.314149 |
| mAP_test_abs_values_15 | 58.498333 | 2.867336 |
| mAP_test_abs_values_25 | 57.716528 | 4.254147 |
| mAP_test_abs_values_26 | 57.491250 | 5.101796 |
| mAP_test_abs_values_24 | 57.189583 | 4.845550 |
| mAP_test_abs_values_21 | 57.003750 | 4.201917 |
| mAP_test_abs_values_22 | 56.044444 | 4.199855 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 816 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.99 | 65.07 | 66.69 | 65.42 | 67.34 | 72.81 | 63.85 | 64.42 | 65.33 | 73.83 | 64.20 | 73.00 | 64.30 | 63.89 | 73.04 | 54.47 | 65.25 | 70.98 | 64.84 | 64.76 | 65.17 | 72.21 | 65.86 | 65.51 | 64.78 |
| 817 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 65.21 | 66.00 | 64.51 | 65.39 | 64.95 | 62.37 | 64.54 | 65.26 | 65.53 | 64.42 | 75.31 | 65.18 | 72.73 | 59.23 | 63.10 | 53.93 | 50.10 | 72.43 | 74.08 | 74.83 | 50.32 | 64.21 | 72.24 | 65.63 | 73.46 | 64.84 |
| 819 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.75 | 65.60 | 64.85 | 66.06 | 65.70 | 66.66 | 69.25 | 64.57 | 65.67 | 65.53 | 69.61 | 64.09 | 72.53 | 55.06 | 64.94 | 70.81 | 64.37 | 73.45 | 70.10 | 75.60 | 65.09 | 52.26 | 64.51 | 65.63 | 65.94 | 55.75 |
| 675 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.07 | 66.07 | 65.69 | 65.83 | 65.61 | 74.69 | 67.84 | 65.82 | 68.83 | 65.81 | 63.97 | 63.58 | 72.56 | 55.50 | 65.91 | 69.00 | 69.03 | 68.52 | 74.34 | 64.77 | 64.28 | 64.99 | 73.62 | 65.26 | 65.87 | 65.85 |
| 720 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 72.55 | 65.11 | 65.86 | 65.46 | 65.03 | 64.04 | 68.11 | 51.36 | 64.95 | 64.88 | 63.59 | 67.45 | 72.77 | 64.95 | 63.82 | 74.42 | 64.18 | 63.15 | 74.42 | 69.17 | 64.14 | 64.92 | 72.99 | 64.52 | 64.29 | 54.36 |
| 721 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.43 | 65.01 | 64.91 | 65.64 | 71.60 | 65.26 | 68.66 | 64.41 | 64.73 | 64.37 | 74.73 | 63.04 | 63.94 | 63.62 | 64.06 | 72.05 | 63.90 | 65.65 | 75.28 | 64.30 | 65.06 | 65.86 | 65.20 | 65.59 | 65.55 | 56.85 |
| 723 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.57 | 65.80 | 67.77 | 65.06 | 65.55 | 65.41 | 65.80 | 65.51 | 65.98 | 65.72 | 73.60 | 67.05 | 64.35 | 62.76 | 65.73 | 67.63 | 64.07 | 55.24 | 74.41 | 74.91 | 65.01 | 64.76 | 72.43 | 65.96 | 64.68 | 65.82 |
| 769 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.57 | 64.88 | 66.43 | 65.84 | 65.72 | 68.64 | 73.57 | 65.31 | 59.45 | 65.15 | 64.71 | 64.54 | 68.24 | 65.21 | 64.77 | 68.62 | 84.14 | 64.53 | 66.33 | 74.58 | 65.37 | 63.34 | 72.98 | 66.22 | 64.82 | 65.50 |
| 770 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 66.74 | 65.68 | 65.20 | 64.82 | 65.25 | 63.93 | 66.65 | 54.82 | 73.75 | 69.33 | 66.06 | 64.44 | 64.85 | 72.90 | 65.37 | 54.06 | 65.06 | 63.78 | 73.95 | 73.79 | 53.79 | 65.35 | 65.25 | 65.30 | 65.50 | 65.22 |
| 771 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 64.78 | 64.97 | 67.34 | 65.16 | 64.48 | 68.09 | 64.94 | 53.81 | 66.35 | 65.80 | 69.14 | 74.23 | 73.18 | 73.03 | 63.41 | 65.02 | 65.06 | 65.01 | 64.24 | 74.77 | 65.80 | 65.51 | 66.96 | 64.82 | 65.58 | 65.03 |
| 832 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 66.15 | 65.28 | 66.04 | 64.45 | 64.82 | 63.38 | 73.27 | 63.36 | 72.86 | 64.95 | 63.88 | 67.48 | 67.81 | 69.71 | 64.66 | 73.17 | 64.87 | 73.58 | 56.20 | 64.68 | 63.87 | 64.97 | 64.68 | 64.94 | 63.55 | 64.01 |
| 833 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.62 | 63.93 | 64.92 | 64.83 | 64.68 | 64.85 | 73.70 | 63.95 | 73.37 | 64.14 | 75.01 | 63.96 | 64.63 | 73.27 | 63.89 | 74.08 | 73.45 | 72.34 | 74.52 | 69.92 | 63.95 | 63.62 | 73.05 | 51.95 | 64.17 | 64.74 |
| 834 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.80 | 64.59 | 68.32 | 64.69 | 68.44 | 64.12 | 72.00 | 69.07 | 70.23 | 53.94 | 64.55 | 75.12 | 70.21 | 64.21 | 63.90 | 73.84 | 63.91 | 64.30 | 75.10 | 62.51 | 65.13 | 52.32 | 64.44 | 64.12 | 54.23 | 63.92 |
| 835 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.09 | 65.45 | 67.68 | 65.75 | 65.03 | 59.63 | 71.66 | 64.25 | 56.12 | 64.28 | 74.03 | 66.99 | 70.12 | 64.04 | 64.54 | 72.76 | 64.16 | 63.52 | 67.86 | 66.76 | 64.36 | 64.31 | 53.26 | 64.32 | 68.34 | 53.63 |
| 688 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 66.40 | 64.94 | 66.88 | 65.34 | 65.68 | 74.88 | 64.82 | 65.56 | 65.50 | 65.72 | 63.46 | 64.24 | 72.58 | 55.12 | 70.68 | 73.46 | 64.11 | 73.15 | 64.34 | 71.20 | 65.23 | 51.82 | 73.46 | 65.68 | 69.83 | 65.25 |
| 689 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 56.98 | 64.47 | 65.13 | 64.58 | 64.23 | 74.12 | 65.19 | 63.83 | 62.85 | 64.39 | 75.56 | 62.92 | 68.95 | 68.59 | 63.17 | 68.65 | 65.34 | 68.64 | 63.40 | 74.96 | 63.32 | 63.56 | 72.65 | 52.01 | 64.02 | 64.14 |
| 691 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 67.70 | 65.24 | 64.90 | 64.69 | 65.20 | 65.13 | 72.00 | 64.76 | 72.97 | 65.25 | 73.57 | 64.16 | 67.97 | 55.48 | 64.57 | 73.61 | 67.83 | 68.88 | 73.89 | 64.57 | 66.41 | 63.89 | 67.46 | 63.72 | 64.81 | 64.78 |
| 736 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.19 | 66.02 | 67.08 | 65.09 | 65.56 | 74.08 | 72.91 | 64.52 | 63.40 | 68.33 | 74.33 | 64.05 | 66.63 | 54.50 | 63.21 | 69.87 | 54.43 | 63.66 | 69.69 | 69.10 | 64.51 | 63.75 | 72.94 | 63.84 | 64.32 | 64.99 |
| 737 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.02 | 64.34 | 64.36 | 65.17 | 65.03 | 68.21 | 65.49 | 69.78 | 70.22 | 60.39 | 75.51 | 63.82 | 69.49 | 63.14 | 64.93 | 64.49 | 69.53 | 73.65 | 74.57 | 63.14 | 65.54 | 64.54 | 73.37 | 51.49 | 66.06 | 64.72 |
| 738 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.83 | 65.23 | 60.20 | 64.84 | 65.28 | 68.32 | 64.65 | 69.92 | 65.31 | 65.06 | 64.05 | 64.70 | 72.53 | 63.47 | 68.66 | 70.20 | 63.38 | 64.98 | 63.96 | 63.80 | 65.78 | 63.42 | 73.25 | 64.51 | 65.31 | 64.51 |
| 739 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 67.53 | 64.81 | 65.21 | 64.65 | 65.08 | 68.15 | 70.29 | 64.80 | 69.15 | 65.15 | 64.73 | 63.16 | 69.46 | 63.22 | 62.83 | 68.92 | 63.18 | 63.10 | 73.61 | 63.27 | 64.98 | 64.49 | 72.82 | 64.81 | 64.58 | 64.73 |
| 784 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 67.93 | 64.69 | 56.77 | 65.68 | 65.32 | 68.11 | 71.94 | 64.07 | 67.52 | 65.63 | 74.55 | 74.81 | 69.29 | 64.07 | 68.84 | 66.68 | 51.68 | 62.98 | 75.41 | 63.18 | 63.28 | 53.98 | 73.40 | 69.87 | 65.24 | 64.97 |
| 785 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.44 | 65.72 | 62.99 | 66.41 | 64.74 | 64.19 | 69.23 | 64.68 | 65.32 | 65.42 | 74.18 | 63.87 | 72.35 | 70.22 | 63.56 | 64.22 | 63.80 | 67.98 | 63.57 | 73.82 | 64.62 | 65.41 | 73.70 | 64.12 | 68.53 | 65.13 |
| 786 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 66.35 | 65.34 | 65.22 | 65.57 | 65.80 | 68.09 | 65.04 | 64.67 | 67.40 | 70.56 | 75.03 | 64.02 | 72.10 | 63.30 | 62.81 | 73.61 | 52.41 | 65.48 | 70.85 | 55.77 | 63.00 | 54.33 | 72.89 | 64.54 | 64.34 | 64.71 |
| 787 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.12 | 65.28 | 65.28 | 65.28 | 64.67 | 74.62 | 65.34 | 64.27 | 73.86 | 67.89 | 63.62 | 64.56 | 72.32 | 63.93 | 64.31 | 55.09 | 64.00 | 67.96 | 64.49 | 63.47 | 64.11 | 63.83 | 73.38 | 64.61 | 65.06 | 64.79 |
| 849 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.06 | 65.83 | 64.61 | 65.83 | 65.42 | 64.22 | 68.21 | 54.91 | 64.68 | 64.95 | 75.05 | 62.42 | 73.55 | 64.04 | 63.27 | 73.11 | 63.63 | 69.23 | 64.02 | 68.94 | 54.47 | 65.81 | 55.02 | 64.40 | 65.04 | 50.62 |
| 850 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.72 | 65.42 | 65.64 | 66.23 | 65.00 | 73.74 | 66.13 | 63.45 | 71.09 | 65.30 | 64.62 | 63.56 | 72.81 | 63.27 | 63.88 | 73.18 | 68.56 | 64.62 | 71.11 | 74.11 | 65.24 | 52.71 | 65.97 | 64.35 | 64.62 | 64.73 |
| 851 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 66.00 | 68.59 | 67.39 | 63.84 | 64.86 | 75.24 | 64.33 | 63.57 | 73.27 | 64.28 | 74.98 | 86.74 | 68.81 | 62.68 | 63.49 | 72.32 | 63.34 | 70.82 | 75.06 | 63.12 | 63.29 | 63.68 | 54.06 | 65.50 | 53.49 | 65.11 |
| 704 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 67.92 | 70.43 | 65.08 | 64.65 | 65.16 | 67.29 | 73.73 | 69.93 | 64.74 | 64.59 | 75.08 | 63.39 | 68.03 | 69.09 | 65.16 | 70.68 | 52.27 | 64.71 | 63.16 | 68.13 | 64.98 | 62.79 | 72.20 | 65.03 | 64.31 | 64.37 |
| 706 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 67.79 | 69.72 | 64.57 | 64.95 | 65.95 | 63.92 | 68.20 | 64.54 | 64.79 | 69.41 | 64.39 | 68.64 | 69.87 | 63.83 | 63.70 | 73.38 | 55.81 | 64.87 | 69.29 | 74.91 | 64.22 | 63.99 | 55.84 | 64.78 | 66.04 | 65.26 |
| 707 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 66.75 | 64.36 | 65.34 | 64.54 | 64.52 | 66.70 | 73.02 | 63.07 | 70.19 | 64.33 | 74.11 | 68.87 | 66.97 | 73.75 | 63.02 | 63.58 | 63.57 | 67.93 | 74.90 | 62.94 | 54.28 | 53.38 | 72.16 | 63.87 | 64.18 | 63.84 |
| 752 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.87 | 65.09 | 73.21 | 64.70 | 68.01 | 69.03 | 73.59 | 63.93 | 64.16 | 65.55 | 67.36 | 64.03 | 72.56 | 63.66 | 70.61 | 70.28 | 74.88 | 63.81 | 74.98 | 63.72 | 64.31 | 62.97 | 73.37 | 63.96 | 64.07 | 63.92 |
| 755 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.30 | 64.89 | 65.16 | 67.47 | 65.33 | 66.32 | 68.63 | 63.95 | 64.97 | 70.07 | 63.64 | 68.38 | 73.11 | 64.76 | 63.98 | 70.69 | 69.57 | 64.70 | 68.54 | 75.09 | 54.61 | 63.69 | 64.60 | 65.21 | 68.06 | 74.31 |
| 800 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.23 | 65.06 | 65.04 | 64.32 | 65.47 | 74.88 | 74.28 | 64.17 | 65.39 | 65.45 | 68.38 | 63.84 | 67.79 | 63.10 | 63.20 | 67.81 | 69.04 | 68.34 | 67.80 | 70.11 | 64.59 | 53.35 | 73.54 | 64.02 | 63.96 | 65.18 |
| 801 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.48 | 65.44 | 65.78 | 65.70 | 64.75 | 65.22 | 68.01 | 65.65 | 63.38 | 64.12 | 67.92 | 63.45 | 68.32 | 69.81 | 64.82 | 86.75 | 74.27 | 73.38 | 75.02 | 64.26 | 53.69 | 64.28 | 63.92 | 64.51 | 64.40 | 64.85 |
| 802 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.39 | 66.16 | 68.06 | 65.41 | 64.89 | 64.36 | 74.41 | 55.16 | 69.60 | 65.14 | 75.20 | 63.37 | 67.52 | 63.46 | 63.89 | 70.39 | 70.22 | 64.39 | 69.51 | 68.52 | 62.58 | 65.46 | 64.54 | 64.38 | 51.92 | 64.62 |
| 803 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.85 | 70.93 | 68.44 | 67.07 | 64.82 | 63.80 | 65.74 | 64.09 | 68.09 | 64.91 | 75.06 | 62.63 | 69.12 | 63.54 | 63.91 | 72.78 | 67.85 | 73.40 | 63.52 | 63.06 | 52.70 | 63.92 | 63.28 | 63.63 | 63.55 | 64.81 |
| 528 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.51 | 65.08 | 57.96 | 66.24 | 66.01 | 62.03 | 71.74 | 66.10 | 66.70 | 66.55 | 64.98 | 61.57 | 72.38 | 66.09 | 65.32 | 72.07 | 65.30 | 71.91 | 56.11 | 64.39 | 62.85 | 66.38 | 67.15 | 65.56 | 65.97 | 67.13 |
| 531 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 56.23 | 65.86 | 63.78 | 65.50 | 64.89 | 63.95 | 66.94 | 66.47 | 56.52 | 64.51 | 83.58 | 64.84 | 72.67 | 66.31 | 64.66 | 65.60 | 64.97 | 69.89 | 64.45 | 64.35 | 67.09 | 66.78 | 67.35 | 66.80 | 66.72 | 65.45 |
| 576 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 65.45 | 65.07 | 63.87 | 66.27 | 42.66 | 61.94 | 71.42 | 64.66 | 66.18 | 65.52 | 63.39 | 64.02 | 72.69 | 64.85 | 65.08 | 65.94 | 64.76 | 63.62 | 65.57 | 55.34 | 65.95 | 67.48 | 66.72 | 67.36 | 65.30 | 65.76 |
| 578 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 70.58 | 65.89 | 65.17 | 66.87 | 64.59 | 65.14 | 56.39 | 65.36 | 55.47 | 66.58 | 62.36 | 63.62 | 71.85 | 64.92 | 66.06 | 66.14 | 64.97 | 66.24 | 64.91 | 62.11 | 64.94 | 66.29 | 65.57 | 66.26 | 64.93 | 66.80 |
| 579 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.63 | 68.08 | 64.17 | 63.34 | 66.02 | 70.44 | 66.76 | 66.57 | 65.12 | 65.23 | 56.83 | 63.88 | 71.90 | 63.99 | 65.66 | 64.13 | 65.90 | 67.46 | 64.26 | 62.83 | 66.52 | 67.22 | 66.48 | 65.37 | 65.82 | 67.06 |
| 624 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 72.50 | 65.31 | 64.36 | 64.67 | 62.12 | 63.86 | 55.31 | 68.35 | 65.81 | 65.67 | 64.53 | 62.16 | 71.27 | 59.84 | 64.54 | 72.61 | 64.17 | 66.18 | 62.99 | 62.00 | 65.40 | 67.11 | 66.36 | 66.27 | 66.53 | 67.37 |
| 625 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.52 | 66.97 | 65.25 | 67.13 | 66.44 | 65.47 | 65.58 | 66.18 | 65.94 | 66.18 | 63.98 | 64.93 | 72.96 | 66.17 | 67.37 | 73.64 | 66.35 | 55.58 | 65.33 | 64.41 | 65.73 | 67.01 | 65.35 | 67.73 | 66.13 | 66.99 |
| 627 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 67.61 | 65.76 | 64.91 | 67.29 | 67.01 | 82.55 | 66.77 | 66.77 | 66.50 | 67.18 | 63.62 | 64.87 | 67.88 | 55.79 | 65.43 | 68.07 | 65.34 | 66.37 | 66.28 | 66.87 | 68.10 | 67.84 | 68.29 | 68.22 | 68.61 | 68.61 |
| 384 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 56.06 | 66.88 | 66.05 | 65.01 | 73.09 | 65.77 | 56.21 | 65.69 | 66.87 | 65.02 | 63.98 | 63.94 | 65.88 | 66.24 | 65.26 | 66.21 | 64.37 | 67.91 | 63.49 | 74.29 | 67.28 | 67.71 | 67.66 | 67.71 | 68.37 | 66.53 |
| 385 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.66 | 65.92 | 68.14 | 66.21 | 65.32 | 62.60 | 65.41 | 64.64 | 82.60 | 64.55 | 55.89 | 66.09 | 56.20 | 52.66 | 62.78 | 64.07 | 64.68 | 65.37 | 63.36 | 63.47 | 65.16 | 65.56 | 66.31 | 64.95 | 66.13 | 65.78 |
| 386 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 70.15 | 66.14 | 65.56 | 66.42 | 56.43 | 71.34 | 65.08 | 67.88 | 64.43 | 65.71 | 63.02 | 63.96 | 73.16 | 65.44 | 64.50 | 71.93 | 66.34 | 66.31 | 61.49 | 63.09 | 66.05 | 66.08 | 65.67 | 65.41 | 65.12 | 64.42 |
| 387 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.89 | 66.29 | 67.10 | 65.46 | 64.47 | 64.86 | 55.84 | 65.27 | 66.42 | 65.01 | 64.85 | 64.46 | 80.01 | 71.52 | 65.43 | 64.78 | 65.91 | 64.73 | 71.66 | 73.04 | 66.94 | 65.70 | 54.90 | 66.38 | 64.85 | 65.94 |
| 433 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.06 | 64.39 | 56.01 | 66.18 | 56.44 | 64.64 | 72.29 | 72.44 | 54.85 | 65.05 | 64.60 | 64.62 | 65.60 | 65.33 | 66.14 | 65.78 | 63.88 | 72.62 | 63.79 | 65.01 | 67.54 | 66.99 | 65.62 | 64.83 | 66.94 | 66.34 |
| 434 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.00 | 66.90 | 73.10 | 65.88 | 64.54 | 73.77 | 66.89 | 64.96 | 64.62 | 65.98 | 81.94 | 55.24 | 72.09 | 66.34 | 65.70 | 56.27 | 65.24 | 63.96 | 64.96 | 62.78 | 66.46 | 65.09 | 65.98 | 66.71 | 64.49 | 66.18 |
| 435 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.42 | 65.60 | 56.32 | 66.15 | 72.00 | 62.37 | 66.06 | 42.66 | 65.34 | 65.92 | 62.84 | 64.62 | 64.78 | 64.31 | 65.15 | 55.97 | 66.37 | 64.30 | 62.22 | 61.05 | 66.45 | 66.60 | 66.26 | 66.35 | 67.23 | 66.22 |
| 480 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.53 | 64.52 | 64.70 | 65.43 | 69.04 | 63.18 | 65.91 | 67.18 | 64.47 | 64.86 | 63.65 | 64.14 | 72.12 | 64.73 | 65.01 | 56.31 | 63.96 | 63.21 | 62.32 | 61.80 | 65.44 | 63.63 | 65.89 | 66.20 | 65.65 | 64.61 |
| 481 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.64 | 65.17 | 64.77 | 55.53 | 65.09 | 73.41 | 55.45 | 65.45 | 64.89 | 65.47 | 73.37 | 63.95 | 67.10 | 64.87 | 66.04 | 73.92 | 66.10 | 64.55 | 66.96 | 63.45 | 66.80 | 51.33 | 42.66 | 64.33 | 65.60 | 65.15 |
| 482 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 70.31 | 66.32 | 64.06 | 42.66 | 65.83 | 63.20 | 66.50 | 65.59 | 64.95 | 64.33 | 65.22 | 66.84 | 64.41 | 65.45 | 65.34 | 64.90 | 65.74 | 63.44 | 61.60 | 63.31 | 65.76 | 67.04 | 64.77 | 66.51 | 65.04 | 67.11 |
| 544 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 64.04 | 67.55 | 66.33 | 65.41 | 66.35 | 64.07 | 71.28 | 65.07 | 65.88 | 64.44 | 66.38 | 63.84 | 72.67 | 62.82 | 72.75 | 65.66 | 65.59 | 65.03 | 62.90 | 62.94 | 65.30 | 65.93 | 64.86 | 65.65 | 65.98 | 65.39 |
| 545 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 66.02 | 64.14 | 64.84 | 64.02 | 64.06 | 63.24 | 63.58 | 64.59 | 65.87 | 65.25 | 73.74 | 75.59 | 73.13 | 65.05 | 64.67 | 54.45 | 65.27 | 64.18 | 72.53 | 55.56 | 66.51 | 63.77 | 64.21 | 63.95 | 64.56 | 65.22 |
| 546 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.79 | 65.12 | 56.15 | 64.96 | 66.69 | 73.91 | 66.95 | 65.17 | 66.64 | 66.31 | 75.03 | 64.59 | 72.78 | 64.99 | 63.46 | 53.40 | 65.92 | 56.38 | 65.41 | 64.37 | 66.66 | 65.40 | 64.33 | 65.56 | 65.37 | 65.21 |
| 547 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.66 | 65.13 | 63.50 | 64.74 | 64.40 | 73.79 | 64.11 | 74.07 | 63.31 | 64.68 | 73.90 | 64.92 | 72.55 | 63.07 | 63.65 | 73.05 | 65.42 | 55.59 | 62.17 | 60.90 | 64.69 | 65.52 | 65.32 | 82.38 | 63.77 | 65.15 |
| 592 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.62 | 64.35 | 65.19 | 65.62 | 66.99 | 63.80 | 66.29 | 65.41 | 71.80 | 72.20 | 79.85 | 64.30 | 72.04 | 65.22 | 64.14 | 65.50 | 63.04 | 64.02 | 59.14 | 64.75 | 66.98 | 67.10 | 64.28 | 64.41 | 65.42 | 65.44 |
| 593 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.90 | 62.15 | 64.09 | 64.04 | 64.58 | 62.98 | 72.39 | 65.57 | 66.14 | 64.71 | 65.11 | 63.23 | 72.59 | 63.76 | 64.06 | 72.08 | 64.79 | 64.73 | 62.80 | 63.90 | 66.51 | 65.38 | 64.83 | 64.27 | 64.57 | 64.36 |
| 595 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.58 | 65.15 | 65.49 | 65.33 | 66.85 | 62.59 | 73.44 | 65.93 | 71.54 | 66.57 | 62.81 | 64.91 | 74.00 | 63.56 | 65.01 | 74.02 | 64.43 | 66.05 | 74.51 | 69.59 | 66.41 | 65.79 | 64.26 | 65.18 | 66.29 | 65.35 |
| 640 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.48 | 63.49 | 65.59 | 66.58 | 70.88 | 73.98 | 70.90 | 64.98 | 65.34 | 65.10 | 65.41 | 62.57 | 71.92 | 63.90 | 64.77 | 71.58 | 64.57 | 63.50 | 69.46 | 63.29 | 68.06 | 64.13 | 66.02 | 65.16 | 66.64 | 64.25 |
| 641 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.99 | 72.89 | 64.39 | 64.30 | 62.62 | 71.98 | 65.09 | 64.75 | 76.33 | 72.48 | 63.81 | 64.03 | 64.11 | 84.72 | 64.46 | 73.45 | 63.97 | 72.02 | 74.01 | 63.64 | 65.64 | 64.75 | 64.82 | 65.45 | 64.39 | 64.83 |
| 642 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 63.03 | 64.52 | 65.33 | 65.43 | 64.79 | 74.78 | 65.19 | 65.97 | 70.70 | 55.70 | 73.63 | 64.12 | 83.66 | 64.57 | 63.76 | 73.40 | 71.78 | 64.45 | 73.51 | 63.06 | 65.44 | 66.13 | 64.41 | 64.65 | 65.36 | 66.62 |
| 401 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 42.66 | 65.66 | 64.70 | 64.69 | 65.37 | 62.77 | 72.11 | 64.51 | 65.43 | 73.35 | 75.67 | 65.58 | 74.71 | 64.87 | 63.79 | 56.05 | 64.44 | 63.75 | 64.77 | 65.15 | 67.20 | 65.46 | 64.47 | 64.26 | 64.70 | 65.71 |
| 402 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.97 | 73.20 | 65.66 | 64.96 | 65.74 | 65.03 | 67.16 | 64.55 | 72.99 | 65.23 | 73.79 | 63.57 | 72.37 | 65.52 | 64.01 | 56.02 | 64.89 | 65.39 | 74.71 | 63.73 | 66.52 | 64.22 | 65.09 | 64.91 | 65.94 | 64.97 |
| 449 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 72.05 | 65.73 | 65.36 | 65.99 | 64.03 | 65.00 | 71.89 | 65.53 | 65.55 | 63.94 | 74.67 | 64.78 | 73.35 | 64.75 | 65.86 | 71.69 | 72.87 | 65.01 | 64.57 | 65.06 | 65.39 | 64.37 | 71.56 | 64.43 | 65.67 | 66.39 |
| 450 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 71.16 | 65.22 | 56.98 | 64.21 | 64.75 | 65.08 | 73.37 | 65.20 | 66.18 | 65.66 | 74.61 | 62.78 | 54.86 | 66.80 | 64.48 | 65.58 | 63.70 | 65.88 | 63.83 | 63.53 | 65.85 | 66.26 | 63.56 | 65.50 | 65.25 | 64.60 |
| 451 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.56 | 64.57 | 65.46 | 64.90 | 66.19 | 55.75 | 71.51 | 74.19 | 65.15 | 79.07 | 64.49 | 63.29 | 64.64 | 64.85 | 63.20 | 74.56 | 63.89 | 72.36 | 64.04 | 63.30 | 65.01 | 65.44 | 64.95 | 63.64 | 64.58 | 65.20 |
| 496 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 70.85 | 64.62 | 64.59 | 64.05 | 62.65 | 62.77 | 72.30 | 62.54 | 64.21 | 64.03 | 66.64 | 64.83 | 60.61 | 64.47 | 64.76 | 66.46 | 65.63 | 64.97 | 64.45 | 63.45 | 67.08 | 65.59 | 66.41 | 64.86 | 66.20 | 65.86 |
| 497 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.65 | 70.23 | 65.65 | 63.31 | 63.63 | 73.85 | 74.04 | 66.67 | 72.63 | 55.87 | 75.29 | 64.28 | 72.46 | 54.72 | 42.66 | 72.29 | 72.25 | 63.55 | 55.81 | 54.32 | 65.32 | 66.92 | 64.39 | 64.30 | 50.85 | 64.41 |
| 498 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.88 | 65.84 | 56.13 | 64.89 | 73.54 | 64.59 | 64.48 | 72.10 | 65.69 | 64.26 | 62.84 | 64.08 | 73.29 | 64.55 | 65.31 | 63.49 | 63.09 | 66.35 | 63.71 | 63.09 | 65.06 | 65.88 | 64.69 | 63.69 | 65.56 | 64.48 |
| 499 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 69.98 | 66.20 | 71.38 | 65.40 | 63.73 | 73.36 | 70.52 | 65.02 | 71.78 | 65.72 | 69.12 | 64.20 | 72.52 | 55.09 | 64.38 | 57.37 | 64.11 | 65.35 | 84.89 | 64.01 | 65.41 | 66.46 | 65.12 | 65.01 | 64.75 | 64.63 |
| 560 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.74 | 61.53 | 64.75 | 65.20 | 42.66 | 56.14 | 72.15 | 65.68 | 81.40 | 65.47 | 72.86 | 62.17 | 72.25 | 74.31 | 64.88 | 65.29 | 64.70 | 72.66 | 73.59 | 61.97 | 64.53 | 65.55 | 64.40 | 65.13 | 64.57 | 64.58 |
| 561 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 56.12 | 64.93 | 65.42 | 64.71 | 64.69 | 64.21 | 64.45 | 65.69 | 73.79 | 65.10 | 69.05 | 63.23 | 68.81 | 64.09 | 63.60 | 64.02 | 63.81 | 64.62 | 73.90 | 60.43 | 65.15 | 66.21 | 80.49 | 65.09 | 63.83 | 64.37 |
| 562 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 71.99 | 65.72 | 65.54 | 64.87 | 64.70 | 64.61 | 69.00 | 73.71 | 65.46 | 73.01 | 65.70 | 63.93 | 72.79 | 63.81 | 64.63 | 65.91 | 64.21 | 74.25 | 64.40 | 64.35 | 64.71 | 64.84 | 64.58 | 66.12 | 64.60 | 64.05 |
| 563 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.69 | 65.64 | 71.80 | 64.83 | 65.06 | 63.36 | 65.39 | 64.04 | 72.98 | 55.30 | 64.42 | 64.04 | 64.22 | 64.08 | 64.47 | 84.90 | 63.63 | 74.30 | 64.16 | 62.30 | 65.97 | 64.89 | 63.88 | 64.47 | 64.51 | 62.77 |
| 608 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 65.64 | 65.39 | 64.61 | 73.14 | 64.77 | 72.65 | 65.63 | 64.14 | 63.84 | 74.56 | 64.38 | 65.56 | 63.16 | 64.40 | 63.58 | 66.82 | 81.12 | 62.62 | 67.76 | 65.99 | 65.46 | 65.34 | 65.10 | 65.93 | 66.55 |
| 609 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.76 | 65.39 | 73.13 | 64.42 | 65.86 | 75.29 | 71.27 | 64.27 | 64.69 | 73.76 | 75.10 | 64.05 | 64.29 | 65.09 | 64.56 | 74.58 | 63.45 | 64.17 | 64.76 | 74.91 | 63.23 | 66.05 | 63.70 | 64.16 | 64.29 | 64.78 |
| 610 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.45 | 63.67 | 64.95 | 65.18 | 65.46 | 65.00 | 73.08 | 65.19 | 72.65 | 64.22 | 69.95 | 63.12 | 55.98 | 64.70 | 64.67 | 74.56 | 64.26 | 64.99 | 64.61 | 74.51 | 63.52 | 65.35 | 72.94 | 64.63 | 64.47 | 64.80 |
| 611 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.52 | 65.51 | 71.91 | 65.36 | 64.95 | 62.18 | 73.27 | 65.08 | 65.27 | 66.21 | 75.26 | 64.54 | 74.54 | 64.23 | 62.19 | 64.61 | 64.57 | 74.39 | 74.12 | 62.89 | 65.45 | 64.90 | 64.54 | 65.46 | 65.56 | 65.09 |
| 656 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 55.02 | 72.01 | 63.64 | 65.71 | 63.43 | 85.59 | 73.09 | 64.92 | 65.60 | 63.00 | 75.06 | 63.83 | 73.20 | 73.91 | 64.85 | 72.42 | 64.90 | 64.05 | 62.95 | 63.78 | 67.28 | 65.62 | 66.13 | 64.09 | 63.42 | 66.50 |
| 657 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.68 | 64.56 | 72.66 | 63.99 | 65.17 | 75.05 | 73.02 | 64.82 | 72.20 | 73.67 | 63.14 | 70.02 | 72.48 | 63.27 | 64.13 | 54.49 | 75.42 | 73.04 | 63.70 | 62.79 | 64.75 | 64.00 | 64.28 | 63.94 | 64.04 | 66.23 |
| 659 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.47 | 65.31 | 71.83 | 64.52 | 64.80 | 61.04 | 66.56 | 64.48 | 64.44 | 64.90 | 74.34 | 63.98 | 73.69 | 64.71 | 64.14 | 74.29 | 73.56 | 63.51 | 63.97 | 63.81 | 65.35 | 64.79 | 66.83 | 65.62 | 64.06 | 64.74 |
| 416 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.74 | 64.65 | 65.54 | 66.16 | 65.43 | 65.59 | 42.66 | 65.12 | 73.23 | 73.42 | 62.85 | 62.92 | 72.80 | 64.70 | 64.79 | 73.77 | 64.37 | 72.52 | 87.76 | 74.80 | 66.43 | 65.86 | 64.91 | 65.99 | 66.08 | 65.26 |
| 417 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.53 | 64.78 | 64.80 | 65.05 | 65.03 | 70.07 | 73.52 | 74.14 | 64.05 | 65.26 | 74.12 | 61.26 | 51.48 | 64.01 | 63.28 | 74.20 | 64.70 | 64.19 | 61.49 | 62.51 | 72.58 | 65.67 | 65.01 | 63.25 | 64.61 | 65.05 |
| 418 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.11 | 66.27 | 64.34 | 64.60 | 64.99 | 63.27 | 73.63 | 64.26 | 73.33 | 64.63 | 69.58 | 64.16 | 74.83 | 64.57 | 64.33 | 73.31 | 65.07 | 65.26 | 64.34 | 63.44 | 65.06 | 64.99 | 63.80 | 64.60 | 64.18 | 42.66 |
| 419 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.10 | 65.20 | 72.41 | 65.40 | 73.86 | 63.92 | 68.34 | 64.52 | 73.38 | 64.53 | 75.07 | 68.43 | 73.91 | 63.72 | 64.83 | 75.21 | 64.13 | 62.76 | 75.33 | 63.64 | 64.60 | 64.85 | 63.22 | 63.63 | 64.83 | 85.30 |
| 464 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.23 | 64.59 | 71.62 | 73.36 | 64.00 | 64.75 | 71.79 | 64.17 | 55.14 | 65.68 | 63.03 | 63.90 | 73.06 | 63.74 | 64.07 | 55.60 | 62.36 | 64.65 | 64.44 | 63.03 | 65.45 | 65.30 | 65.18 | 66.37 | 65.25 | 65.59 |
| 466 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.91 | 64.61 | 72.32 | 64.06 | 66.08 | 64.85 | 66.07 | 65.06 | 55.13 | 65.22 | 62.02 | 74.22 | 73.11 | 69.48 | 64.03 | 64.69 | 63.94 | 72.08 | 64.52 | 64.66 | 64.35 | 64.87 | 65.57 | 65.44 | 65.82 | 42.66 |
| 467 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.39 | 64.76 | 65.12 | 65.69 | 64.53 | 64.65 | 72.78 | 63.54 | 84.73 | 84.49 | 64.81 | 85.44 | 64.60 | 63.15 | 64.28 | 73.86 | 63.71 | 64.13 | 65.87 | 70.14 | 65.00 | 63.91 | 65.31 | 65.08 | 64.03 | 66.62 |
| 512 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.00 | 65.80 | 65.80 | 64.49 | 65.90 | 74.43 | 72.82 | 65.64 | 68.33 | 64.98 | 74.67 | 65.56 | 74.84 | 64.69 | 63.40 | 72.51 | 63.66 | 63.49 | 62.69 | 63.08 | 62.69 | 64.19 | 63.91 | 63.69 | 65.93 | 63.53 |
| 513 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.19 | 64.65 | 42.66 | 73.40 | 65.58 | 72.55 | 64.46 | 63.90 | 65.23 | 63.90 | 61.33 | 69.27 | 86.03 | 64.51 | 65.15 | 74.11 | 74.24 | 73.98 | 63.18 | 63.95 | 65.69 | 65.24 | 64.16 | 64.39 | 64.13 | 64.90 |
| 514 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 69.64 | 66.10 | 55.89 | 65.26 | 65.53 | 72.64 | 72.73 | 64.84 | 71.61 | 65.36 | 74.61 | 62.31 | 73.98 | 64.32 | 63.52 | 63.28 | 65.26 | 63.83 | 63.91 | 63.72 | 64.93 | 65.08 | 64.35 | 64.21 | 65.12 | 64.93 |
Size of the All data: (120, 29)
Size of the Sig data: (95, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 60.22 | 59.54 | 59.24 | 59.70 | 58.91 | 69.42 | 73.75 | 58.61 | 57.77 | 58.54 | 75.93 | 58.17 | 74.74 | 58.28 | 58.98 | 75.72 | 47.16 | 58.64 | 69.16 | 66.96 | 56.70 | 56.83 | 75.79 | 58.20 | 56.89 | 58.30 |
| 76 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 64.93 | 58.75 | 58.10 | 59.10 | 59.08 | 54.33 | 58.92 | 58.03 | 57.42 | 57.10 | 76.26 | 57.31 | 75.01 | 54.45 | 58.37 | 46.52 | 42.29 | 74.49 | 76.46 | 75.76 | 41.32 | 57.34 | 75.99 | 57.25 | 76.54 | 57.44 |
| 66 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.19 | 58.35 | 58.54 | 58.98 | 58.99 | 67.66 | 68.21 | 58.29 | 59.33 | 58.18 | 69.14 | 56.73 | 75.76 | 47.68 | 58.95 | 73.72 | 57.56 | 75.42 | 68.89 | 77.55 | 57.12 | 45.86 | 57.64 | 57.57 | 58.60 | 47.85 |
| 8 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.15 | 58.11 | 58.27 | 59.25 | 59.15 | 76.30 | 67.70 | 59.01 | 68.77 | 58.60 | 57.40 | 57.44 | 74.50 | 50.06 | 58.91 | 68.95 | 70.09 | 69.08 | 75.80 | 57.54 | 57.93 | 56.36 | 75.91 | 56.63 | 58.95 | 58.26 |
| 63 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.44 | 58.90 | 58.79 | 57.85 | 59.01 | 57.70 | 67.89 | 44.99 | 57.79 | 57.18 | 57.40 | 68.51 | 75.12 | 58.03 | 57.83 | 75.89 | 56.24 | 56.91 | 75.21 | 69.41 | 56.96 | 56.51 | 76.94 | 57.98 | 56.28 | 46.04 |
| 55 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.74 | 58.20 | 58.63 | 58.75 | 73.62 | 57.85 | 67.54 | 57.41 | 57.66 | 57.53 | 75.95 | 56.21 | 58.43 | 57.56 | 58.65 | 75.49 | 57.43 | 57.47 | 76.07 | 56.85 | 56.89 | 57.05 | 57.55 | 57.48 | 57.60 | 47.17 |
| 39 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.92 | 58.76 | 67.56 | 58.34 | 59.07 | 57.43 | 59.37 | 57.33 | 58.62 | 57.79 | 75.74 | 69.17 | 57.36 | 57.41 | 57.98 | 66.96 | 58.55 | 49.56 | 76.13 | 76.53 | 57.10 | 58.23 | 75.98 | 57.32 | 57.82 | 57.69 |
| 15 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 58.15 | 58.66 | 59.23 | 59.02 | 59.32 | 68.10 | 74.48 | 57.87 | 53.27 | 57.60 | 58.32 | 57.59 | 67.91 | 58.50 | 58.79 | 67.87 | 87.28 | 57.75 | 58.25 | 75.86 | 57.43 | 56.82 | 75.81 | 57.71 | 58.01 | 57.84 |
| 75 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 60.63 | 59.12 | 58.59 | 58.95 | 58.65 | 56.57 | 60.51 | 48.92 | 74.84 | 67.94 | 58.00 | 57.84 | 58.49 | 74.44 | 59.51 | 45.20 | 57.69 | 56.03 | 75.85 | 75.12 | 44.80 | 58.89 | 57.30 | 57.25 | 57.74 | 56.88 |
| 40 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.05 | 58.45 | 67.52 | 58.44 | 58.99 | 68.15 | 58.98 | 46.21 | 58.98 | 57.88 | 70.63 | 76.20 | 75.10 | 75.53 | 58.11 | 57.75 | 57.81 | 57.65 | 56.79 | 76.97 | 58.29 | 58.14 | 59.80 | 57.48 | 57.86 | 57.44 |
| 53 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.44 | 58.23 | 66.94 | 57.91 | 58.26 | 57.25 | 75.12 | 57.80 | 75.53 | 56.72 | 57.73 | 68.72 | 67.23 | 68.42 | 57.87 | 75.24 | 57.61 | 74.87 | 50.39 | 56.79 | 57.13 | 58.18 | 57.99 | 57.40 | 57.00 | 56.65 |
| 3 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.88 | 58.16 | 58.06 | 59.01 | 58.35 | 57.75 | 74.66 | 58.48 | 75.59 | 57.35 | 75.71 | 58.11 | 58.43 | 76.15 | 57.86 | 75.26 | 75.27 | 74.37 | 75.64 | 69.36 | 57.68 | 56.31 | 75.63 | 43.62 | 57.38 | 57.57 |
| 64 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.91 | 58.26 | 68.24 | 58.85 | 67.38 | 57.69 | 73.49 | 66.96 | 68.46 | 46.86 | 56.24 | 76.19 | 67.90 | 57.13 | 57.94 | 75.91 | 57.16 | 57.54 | 76.56 | 55.27 | 57.50 | 43.56 | 56.17 | 56.36 | 45.93 | 57.43 |
| 80 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.85 | 58.60 | 67.59 | 58.92 | 57.79 | 61.33 | 73.06 | 57.46 | 48.91 | 58.65 | 75.06 | 68.30 | 68.18 | 57.29 | 57.81 | 75.51 | 58.04 | 57.67 | 67.85 | 68.66 | 57.09 | 56.49 | 44.35 | 57.29 | 68.81 | 45.21 |
| 32 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 59.16 | 58.44 | 67.69 | 59.50 | 59.65 | 75.17 | 58.73 | 58.26 | 58.21 | 58.25 | 58.36 | 57.95 | 73.69 | 49.11 | 69.67 | 75.66 | 57.37 | 74.62 | 58.12 | 71.15 | 57.05 | 44.06 | 76.92 | 56.86 | 69.08 | 57.83 |
| 71 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 53.67 | 58.30 | 58.62 | 58.12 | 57.74 | 75.65 | 57.72 | 57.48 | 55.25 | 57.46 | 76.38 | 55.83 | 68.31 | 66.64 | 58.32 | 67.46 | 58.51 | 68.99 | 58.05 | 75.94 | 56.20 | 56.21 | 76.22 | 43.70 | 57.41 | 56.62 |
| 24 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 68.61 | 59.07 | 58.75 | 58.73 | 59.28 | 58.09 | 73.81 | 57.63 | 74.94 | 57.74 | 75.40 | 57.89 | 66.14 | 47.09 | 58.77 | 75.08 | 69.18 | 68.06 | 74.80 | 56.51 | 58.21 | 57.30 | 58.20 | 57.07 | 57.80 | 57.57 |
| 49 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.86 | 59.01 | 67.05 | 59.50 | 58.45 | 76.26 | 73.75 | 58.35 | 56.10 | 68.36 | 75.61 | 58.62 | 67.42 | 48.07 | 58.34 | 70.42 | 46.24 | 58.07 | 70.41 | 69.11 | 56.26 | 56.90 | 76.89 | 55.96 | 57.25 | 59.06 |
| 22 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.12 | 58.51 | 58.46 | 58.74 | 58.90 | 68.48 | 59.09 | 66.85 | 67.90 | 54.02 | 76.21 | 57.26 | 68.30 | 57.97 | 58.60 | 57.30 | 68.46 | 74.25 | 76.11 | 55.83 | 58.03 | 56.48 | 76.61 | 43.25 | 57.50 | 57.29 |
| 45 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.38 | 58.37 | 52.96 | 58.76 | 59.07 | 69.39 | 58.06 | 67.45 | 58.76 | 58.47 | 58.00 | 57.80 | 74.29 | 59.63 | 68.54 | 68.78 | 58.27 | 58.52 | 57.58 | 57.27 | 58.46 | 57.81 | 75.07 | 57.58 | 59.12 | 58.00 |
| 52 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 68.16 | 58.39 | 58.18 | 58.49 | 58.88 | 68.87 | 70.23 | 57.71 | 67.28 | 58.04 | 57.68 | 57.95 | 67.59 | 57.47 | 58.09 | 68.87 | 57.82 | 56.42 | 76.16 | 57.04 | 57.64 | 57.46 | 76.03 | 56.81 | 56.91 | 57.87 |
| 44 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.02 | 58.26 | 51.98 | 59.02 | 58.68 | 69.68 | 73.15 | 58.09 | 67.81 | 58.11 | 76.12 | 75.30 | 67.53 | 58.57 | 70.01 | 67.64 | 46.52 | 55.24 | 76.00 | 54.39 | 56.29 | 44.80 | 76.07 | 69.69 | 57.16 | 57.52 |
| 21 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.17 | 58.69 | 55.77 | 59.58 | 58.36 | 57.56 | 67.47 | 57.84 | 57.67 | 57.52 | 75.13 | 58.18 | 74.85 | 68.95 | 58.31 | 57.34 | 57.69 | 68.05 | 58.00 | 76.58 | 56.70 | 58.32 | 77.17 | 56.54 | 69.61 | 57.82 |
| 74 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 59.84 | 58.55 | 58.62 | 59.27 | 59.54 | 68.19 | 58.73 | 57.17 | 66.60 | 67.81 | 76.00 | 58.06 | 74.66 | 57.68 | 57.79 | 75.15 | 44.83 | 58.71 | 69.36 | 50.27 | 56.43 | 46.41 | 76.55 | 56.22 | 56.04 | 57.03 |
| 61 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.84 | 58.64 | 58.07 | 58.14 | 57.90 | 75.42 | 59.43 | 57.89 | 75.28 | 66.52 | 57.70 | 57.19 | 75.00 | 58.82 | 58.08 | 48.57 | 57.76 | 67.82 | 57.54 | 56.96 | 56.93 | 56.35 | 76.76 | 57.55 | 57.06 | 56.72 |
| 88 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.68 | 59.35 | 58.22 | 59.19 | 58.70 | 66.32 | 68.34 | 48.02 | 58.03 | 58.10 | 76.32 | 56.92 | 75.04 | 58.48 | 58.01 | 75.83 | 57.58 | 67.85 | 57.54 | 69.52 | 45.84 | 58.85 | 46.86 | 57.14 | 58.08 | 42.16 |
| 28 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.00 | 57.84 | 59.35 | 59.90 | 59.15 | 75.08 | 59.74 | 58.10 | 69.58 | 58.65 | 58.64 | 57.28 | 73.73 | 58.21 | 58.47 | 75.05 | 69.08 | 58.71 | 70.59 | 76.05 | 57.74 | 43.79 | 58.29 | 56.91 | 57.83 | 57.18 |
| 18 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 59.01 | 68.83 | 67.66 | 58.03 | 57.91 | 76.03 | 57.91 | 57.84 | 74.69 | 57.86 | 76.16 | 90.06 | 70.10 | 57.23 | 57.60 | 75.60 | 57.81 | 69.83 | 76.07 | 56.45 | 56.99 | 56.52 | 48.04 | 57.44 | 45.47 | 57.19 |
| 37 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 68.74 | 68.91 | 58.15 | 58.39 | 58.35 | 68.07 | 74.72 | 67.51 | 58.42 | 58.63 | 76.60 | 58.26 | 68.59 | 68.94 | 59.34 | 69.63 | 46.58 | 56.99 | 58.19 | 70.05 | 57.85 | 55.16 | 75.55 | 57.44 | 57.59 | 57.10 |
| 60 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 68.73 | 69.26 | 58.70 | 58.60 | 59.46 | 58.06 | 67.14 | 59.04 | 58.15 | 68.11 | 57.78 | 68.78 | 68.09 | 57.56 | 57.85 | 76.06 | 48.65 | 57.39 | 68.69 | 75.77 | 57.61 | 57.05 | 50.83 | 56.19 | 58.61 | 56.72 |
| 56 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 67.70 | 57.79 | 57.97 | 58.33 | 58.65 | 68.64 | 75.57 | 56.82 | 68.91 | 57.07 | 76.62 | 70.44 | 67.16 | 74.39 | 57.85 | 57.09 | 58.02 | 67.68 | 76.89 | 55.67 | 45.89 | 44.31 | 76.54 | 56.98 | 57.17 | 55.37 |
| 5 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 68.19 | 58.26 | 74.68 | 58.12 | 68.23 | 69.60 | 74.86 | 58.24 | 57.90 | 57.75 | 69.25 | 58.92 | 74.40 | 58.55 | 70.79 | 69.96 | 75.62 | 57.83 | 76.00 | 57.62 | 58.53 | 56.84 | 76.62 | 56.79 | 56.27 | 56.55 |
| 19 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.68 | 58.54 | 58.90 | 67.57 | 59.52 | 68.32 | 68.51 | 58.54 | 58.73 | 68.55 | 58.94 | 68.01 | 74.89 | 59.57 | 58.72 | 71.18 | 69.10 | 59.48 | 69.61 | 75.56 | 45.85 | 56.47 | 57.31 | 56.73 | 69.32 | 75.85 |
| 36 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.17 | 58.76 | 57.98 | 58.51 | 57.65 | 75.36 | 74.50 | 57.70 | 58.52 | 59.00 | 69.13 | 58.25 | 69.33 | 57.58 | 58.15 | 67.11 | 69.37 | 69.93 | 69.49 | 70.27 | 57.98 | 44.55 | 76.55 | 56.55 | 56.77 | 56.42 |
| 10 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 58.80 | 59.37 | 59.88 | 58.86 | 58.61 | 65.61 | 57.94 | 57.57 | 57.66 | 69.13 | 57.17 | 68.54 | 69.48 | 58.55 | 88.24 | 74.53 | 74.84 | 75.87 | 57.44 | 45.28 | 58.51 | 56.73 | 56.75 | 58.51 | 58.49 |
| 68 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 59.25 | 59.69 | 67.26 | 58.53 | 58.65 | 58.01 | 74.73 | 47.82 | 68.80 | 58.62 | 76.00 | 58.19 | 66.86 | 58.42 | 57.67 | 68.64 | 69.37 | 57.30 | 69.62 | 70.29 | 56.18 | 57.55 | 57.63 | 56.86 | 44.39 | 56.81 |
| 48 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.07 | 68.03 | 69.16 | 67.58 | 59.01 | 58.24 | 58.96 | 57.62 | 67.79 | 58.36 | 75.15 | 56.90 | 67.80 | 58.15 | 57.41 | 75.66 | 69.62 | 75.81 | 58.11 | 56.13 | 44.79 | 56.74 | 56.90 | 56.36 | 56.88 | 56.22 |
| 67 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.19 | 57.80 | 54.22 | 58.98 | 60.23 | 56.15 | 73.80 | 58.31 | 59.75 | 58.39 | 57.45 | 54.09 | 75.54 | 57.68 | 57.69 | 74.82 | 58.40 | 74.74 | 50.41 | 56.46 | 62.61 | 59.11 | 60.64 | 58.02 | 58.90 | 59.94 |
| 54 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 51.34 | 58.13 | 57.94 | 58.31 | 58.75 | 56.57 | 60.11 | 59.91 | 50.69 | 57.94 | 88.68 | 56.97 | 75.06 | 57.36 | 58.56 | 58.77 | 57.69 | 73.57 | 57.21 | 55.93 | 60.62 | 57.95 | 59.57 | 58.84 | 58.16 | 57.06 |
| 90 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 59.01 | 59.37 | 58.26 | 59.63 | 49.17 | 56.09 | 74.28 | 57.84 | 58.95 | 56.81 | 56.43 | 56.35 | 75.20 | 58.51 | 56.80 | 57.85 | 57.40 | 55.79 | 57.08 | 50.25 | 57.48 | 59.49 | 58.34 | 58.94 | 57.83 | 58.25 |
| 86 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.20 | 59.14 | 60.09 | 59.56 | 58.66 | 58.16 | 50.47 | 58.90 | 50.22 | 59.89 | 54.81 | 56.27 | 74.11 | 58.14 | 58.10 | 58.44 | 57.19 | 58.77 | 56.98 | 56.11 | 58.23 | 58.76 | 58.48 | 58.81 | 58.09 | 59.03 |
| 59 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.22 | 71.16 | 58.33 | 55.78 | 60.11 | 73.37 | 59.63 | 58.33 | 55.71 | 58.69 | 50.47 | 57.12 | 74.50 | 57.39 | 57.22 | 56.91 | 57.42 | 59.76 | 56.48 | 55.92 | 58.90 | 57.85 | 58.17 | 57.06 | 58.15 | 57.97 |
| 79 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.75 | 58.96 | 57.78 | 58.42 | 63.60 | 56.23 | 51.42 | 60.65 | 58.91 | 58.99 | 56.04 | 54.93 | 73.71 | 58.55 | 57.91 | 74.84 | 56.56 | 58.66 | 55.65 | 53.81 | 57.92 | 59.52 | 58.68 | 59.02 | 58.91 | 58.78 |
| 41 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 60.60 | 59.65 | 59.09 | 59.22 | 60.64 | 56.80 | 60.13 | 58.63 | 58.68 | 59.80 | 57.29 | 57.30 | 74.64 | 59.22 | 58.65 | 75.48 | 58.33 | 52.06 | 57.48 | 56.40 | 57.67 | 60.73 | 58.10 | 60.23 | 59.12 | 58.81 |
| 16 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 61.87 | 61.08 | 61.28 | 62.23 | 61.67 | 88.12 | 60.22 | 60.06 | 61.46 | 60.72 | 56.81 | 59.05 | 60.79 | 50.88 | 59.39 | 61.30 | 59.91 | 59.50 | 57.68 | 58.87 | 61.54 | 61.01 | 62.38 | 60.64 | 60.43 | 61.97 |
| 58 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 50.98 | 59.52 | 61.50 | 59.34 | 74.03 | 56.99 | 50.86 | 58.58 | 60.32 | 59.01 | 55.20 | 56.42 | 58.09 | 58.67 | 58.79 | 59.06 | 56.44 | 60.12 | 55.25 | 76.30 | 59.70 | 59.96 | 60.97 | 60.68 | 60.65 | 59.26 |
| 89 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 60.04 | 59.95 | 71.59 | 59.52 | 59.22 | 56.62 | 58.89 | 56.78 | 87.07 | 56.81 | 50.09 | 57.81 | 50.84 | 47.31 | 55.83 | 57.32 | 56.87 | 58.82 | 55.67 | 56.36 | 58.40 | 58.46 | 57.51 | 58.44 | 58.31 | 57.78 |
| 62 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 71.93 | 59.83 | 59.77 | 58.97 | 51.36 | 74.65 | 57.90 | 59.18 | 56.49 | 58.80 | 55.45 | 56.99 | 75.59 | 57.68 | 58.09 | 73.89 | 58.78 | 57.96 | 54.19 | 56.06 | 58.59 | 58.53 | 58.68 | 58.19 | 59.09 | 57.42 |
| 51 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.75 | 59.85 | 60.35 | 58.72 | 58.26 | 57.81 | 50.46 | 57.17 | 59.18 | 57.67 | 56.75 | 57.19 | 83.43 | 75.78 | 58.23 | 56.87 | 59.30 | 57.95 | 74.87 | 76.32 | 57.48 | 57.31 | 57.74 | 57.81 | 56.45 | 58.19 |
| 83 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.06 | 58.07 | 49.84 | 58.64 | 50.09 | 57.15 | 73.80 | 75.36 | 47.78 | 57.25 | 56.20 | 56.59 | 57.55 | 57.96 | 57.71 | 59.23 | 56.02 | 74.39 | 56.08 | 57.10 | 59.23 | 59.07 | 56.83 | 57.73 | 60.24 | 59.26 |
| 43 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 60.34 | 60.53 | 74.84 | 58.01 | 59.10 | 76.43 | 60.47 | 57.84 | 57.70 | 59.21 | 85.34 | 50.12 | 73.76 | 57.89 | 58.43 | 50.80 | 57.82 | 57.43 | 56.80 | 55.88 | 57.81 | 57.60 | 56.94 | 58.68 | 57.12 | 57.04 |
| 94 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.34 | 58.44 | 50.69 | 59.51 | 73.75 | 55.15 | 67.28 | 49.17 | 58.07 | 58.31 | 55.93 | 57.13 | 58.29 | 57.08 | 58.04 | 50.28 | 58.10 | 56.88 | 54.34 | 54.23 | 59.09 | 57.64 | 57.75 | 58.47 | 58.22 | 58.37 |
| 87 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.88 | 58.36 | 58.09 | 58.62 | 72.47 | 54.89 | 59.20 | 59.80 | 56.49 | 58.67 | 56.00 | 55.67 | 75.48 | 56.66 | 57.27 | 50.81 | 56.42 | 57.74 | 53.73 | 53.62 | 57.14 | 55.37 | 57.57 | 58.64 | 57.58 | 56.20 |
| 93 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 59.53 | 59.32 | 58.22 | 49.68 | 58.66 | 76.10 | 50.35 | 57.45 | 57.83 | 58.43 | 76.50 | 56.79 | 59.16 | 57.16 | 58.21 | 75.52 | 57.25 | 58.07 | 67.83 | 56.88 | 58.59 | 42.81 | 49.17 | 57.68 | 57.34 | 57.30 |
| 91 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 71.69 | 59.34 | 57.64 | 49.17 | 59.43 | 57.63 | 62.03 | 57.99 | 60.08 | 58.52 | 57.75 | 58.69 | 64.41 | 56.62 | 58.30 | 57.15 | 57.84 | 55.59 | 54.75 | 56.27 | 58.93 | 59.65 | 57.17 | 58.03 | 57.88 | 60.55 |
| 57 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.49 | 60.92 | 58.86 | 58.90 | 60.42 | 57.53 | 72.73 | 58.18 | 60.15 | 58.28 | 56.85 | 56.19 | 74.00 | 57.25 | 74.49 | 59.38 | 57.30 | 58.11 | 54.96 | 55.33 | 57.35 | 57.56 | 57.81 | 57.60 | 57.58 | 57.66 |
| 77 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 59.77 | 58.48 | 58.54 | 57.25 | 56.77 | 56.68 | 57.25 | 57.50 | 58.22 | 58.68 | 75.70 | 77.34 | 75.23 | 57.64 | 56.23 | 49.65 | 56.93 | 57.01 | 75.39 | 50.25 | 58.50 | 56.57 | 57.25 | 56.95 | 57.99 | 57.40 |
| 73 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.54 | 58.94 | 50.55 | 57.81 | 60.13 | 75.28 | 59.09 | 57.53 | 59.72 | 59.93 | 76.25 | 57.78 | 75.06 | 58.13 | 58.15 | 44.80 | 58.03 | 50.14 | 57.15 | 56.65 | 59.26 | 58.08 | 56.79 | 58.11 | 57.94 | 57.36 |
| 27 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 74.44 | 57.92 | 56.94 | 57.61 | 58.52 | 76.05 | 57.20 | 76.23 | 56.48 | 57.15 | 76.91 | 56.67 | 75.19 | 57.03 | 57.62 | 75.54 | 58.21 | 50.49 | 55.16 | 54.72 | 56.79 | 58.29 | 56.20 | 86.97 | 57.55 | 55.96 |
| 30 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.64 | 58.15 | 58.62 | 59.19 | 58.96 | 56.08 | 58.38 | 57.40 | 74.31 | 74.09 | 87.36 | 56.78 | 73.53 | 57.30 | 57.51 | 57.68 | 56.47 | 57.50 | 50.57 | 56.66 | 57.89 | 59.75 | 56.01 | 57.17 | 57.34 | 57.25 |
| 70 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.41 | 56.19 | 58.36 | 57.52 | 58.75 | 56.93 | 74.11 | 58.91 | 67.01 | 58.44 | 56.80 | 56.91 | 74.92 | 57.19 | 58.00 | 76.56 | 57.60 | 57.70 | 54.90 | 56.30 | 57.24 | 58.96 | 57.59 | 57.48 | 57.87 | 56.69 |
| 7 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.13 | 59.43 | 59.64 | 59.27 | 59.17 | 56.83 | 74.28 | 58.39 | 72.82 | 59.29 | 55.49 | 57.80 | 76.30 | 56.59 | 57.99 | 75.92 | 57.77 | 58.62 | 76.45 | 69.95 | 58.04 | 59.25 | 57.69 | 57.89 | 57.57 | 56.82 |
| 35 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.59 | 57.69 | 58.80 | 59.78 | 72.35 | 76.59 | 73.13 | 57.44 | 57.99 | 57.98 | 56.99 | 56.22 | 74.91 | 57.74 | 57.36 | 75.00 | 57.67 | 56.63 | 69.82 | 55.39 | 60.38 | 57.29 | 57.27 | 57.11 | 58.50 | 56.72 |
| 1 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.97 | 73.28 | 57.56 | 58.06 | 56.02 | 74.59 | 58.25 | 56.94 | 81.78 | 75.19 | 56.56 | 57.01 | 58.16 | 88.61 | 56.05 | 76.44 | 56.50 | 75.04 | 76.20 | 55.19 | 57.85 | 56.59 | 56.75 | 56.36 | 56.31 | 56.09 |
| 14 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 57.51 | 59.13 | 58.74 | 58.62 | 58.52 | 76.46 | 58.53 | 57.86 | 72.67 | 50.76 | 75.40 | 56.79 | 89.70 | 56.73 | 56.43 | 75.79 | 74.98 | 57.16 | 75.60 | 55.87 | 58.71 | 56.87 | 56.95 | 57.11 | 56.49 | 58.37 |
| 84 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 49.17 | 58.54 | 57.20 | 58.11 | 58.46 | 54.86 | 74.49 | 56.59 | 58.03 | 75.82 | 76.63 | 57.46 | 76.14 | 57.32 | 58.47 | 50.08 | 56.91 | 57.22 | 57.32 | 56.72 | 58.95 | 58.66 | 56.09 | 56.79 | 56.46 | 57.21 |
| 25 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 75.13 | 73.69 | 59.38 | 57.99 | 59.50 | 57.74 | 60.68 | 57.72 | 75.43 | 57.72 | 75.56 | 57.26 | 74.58 | 59.39 | 57.76 | 50.25 | 57.99 | 58.58 | 76.82 | 56.00 | 58.14 | 57.00 | 57.55 | 56.98 | 57.89 | 56.63 |
| 9 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.69 | 60.23 | 60.68 | 59.66 | 58.40 | 58.49 | 74.34 | 57.77 | 58.02 | 57.03 | 76.58 | 56.98 | 75.53 | 57.25 | 57.85 | 75.23 | 75.97 | 58.75 | 57.44 | 56.51 | 57.38 | 57.03 | 75.85 | 56.50 | 58.57 | 59.11 |
| 82 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 71.71 | 58.72 | 51.36 | 58.38 | 59.76 | 57.88 | 74.80 | 58.54 | 59.77 | 58.77 | 76.75 | 57.69 | 49.66 | 58.20 | 56.93 | 58.32 | 57.27 | 57.24 | 55.64 | 56.98 | 58.31 | 58.09 | 58.27 | 57.36 | 57.54 | 57.18 |
| 47 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.05 | 59.48 | 58.35 | 58.84 | 59.10 | 50.20 | 73.27 | 75.63 | 58.44 | 83.57 | 56.59 | 56.63 | 58.59 | 57.69 | 56.76 | 75.89 | 56.81 | 75.06 | 56.84 | 57.06 | 57.49 | 58.00 | 57.15 | 55.98 | 57.29 | 57.48 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.04 | 58.49 | 58.43 | 56.94 | 58.26 | 55.54 | 74.51 | 56.23 | 56.44 | 57.66 | 57.68 | 58.54 | 61.20 | 57.92 | 57.28 | 67.10 | 57.71 | 57.64 | 57.04 | 55.87 | 60.06 | 58.03 | 58.18 | 56.39 | 56.96 | 58.83 |
| 92 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 57.98 | 71.72 | 59.59 | 58.15 | 57.84 | 76.14 | 74.81 | 57.84 | 75.14 | 51.10 | 76.51 | 56.20 | 76.43 | 49.93 | 49.17 | 74.93 | 76.04 | 55.68 | 50.14 | 48.77 | 56.30 | 57.84 | 57.28 | 56.06 | 45.44 | 56.67 |
| 72 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.35 | 59.99 | 50.43 | 58.59 | 74.94 | 57.50 | 58.42 | 74.31 | 58.30 | 57.73 | 56.53 | 57.26 | 75.84 | 57.81 | 58.73 | 57.18 | 55.85 | 59.33 | 54.80 | 54.67 | 57.90 | 58.77 | 56.80 | 56.91 | 58.38 | 57.10 |
| 20 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 71.90 | 58.79 | 73.58 | 58.49 | 58.14 | 75.29 | 73.28 | 57.83 | 75.32 | 57.83 | 69.18 | 57.08 | 75.23 | 50.51 | 57.13 | 51.08 | 57.60 | 58.61 | 88.84 | 56.88 | 56.81 | 58.18 | 57.74 | 56.98 | 57.05 | 55.83 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.73 | 56.73 | 57.57 | 59.10 | 49.17 | 50.21 | 73.40 | 58.44 | 84.57 | 57.36 | 75.35 | 56.14 | 74.78 | 75.74 | 57.34 | 57.98 | 57.46 | 75.10 | 76.05 | 55.91 | 57.95 | 57.77 | 57.07 | 57.40 | 56.77 | 56.93 |
| 65 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 50.18 | 59.16 | 58.92 | 57.87 | 58.80 | 57.17 | 57.12 | 57.95 | 75.44 | 58.41 | 69.17 | 56.79 | 68.58 | 57.50 | 57.88 | 57.05 | 57.10 | 57.49 | 77.48 | 53.60 | 57.46 | 57.08 | 87.72 | 56.83 | 57.33 | 56.21 |
| 29 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.22 | 59.59 | 59.55 | 58.18 | 58.28 | 57.61 | 67.73 | 75.15 | 57.05 | 74.93 | 58.14 | 57.01 | 75.00 | 56.88 | 58.31 | 58.66 | 57.78 | 76.21 | 57.01 | 56.37 | 57.76 | 57.28 | 57.32 | 57.46 | 57.02 | 57.97 |
| 46 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 74.17 | 58.87 | 73.54 | 58.07 | 59.11 | 57.55 | 58.53 | 57.34 | 75.65 | 50.80 | 57.33 | 57.78 | 57.87 | 57.42 | 57.94 | 88.36 | 57.12 | 75.51 | 56.62 | 55.39 | 58.37 | 57.57 | 56.71 | 57.57 | 57.62 | 56.74 |
| 17 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 75.13 | 58.70 | 59.28 | 59.01 | 73.99 | 56.91 | 75.25 | 58.75 | 58.26 | 56.44 | 75.48 | 57.71 | 58.25 | 57.31 | 58.12 | 58.72 | 67.69 | 85.41 | 56.08 | 69.72 | 58.17 | 57.49 | 57.22 | 57.18 | 57.81 | 56.67 |
| 11 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 59.82 | 59.22 | 73.95 | 57.16 | 58.34 | 76.42 | 73.86 | 56.87 | 56.58 | 76.70 | 75.90 | 56.68 | 57.41 | 57.38 | 58.15 | 76.02 | 57.72 | 56.87 | 57.03 | 76.60 | 56.15 | 57.47 | 57.71 | 56.81 | 56.96 | 57.49 |
| 33 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.18 | 57.61 | 58.46 | 58.71 | 59.84 | 57.57 | 74.45 | 57.91 | 75.12 | 57.68 | 70.40 | 56.79 | 50.49 | 57.90 | 58.17 | 76.72 | 57.52 | 57.91 | 57.84 | 77.15 | 57.19 | 58.45 | 76.63 | 57.81 | 56.47 | 57.53 |
| 12 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.94 | 58.20 | 72.87 | 58.06 | 59.22 | 56.19 | 75.27 | 57.70 | 57.96 | 58.04 | 76.65 | 57.55 | 76.74 | 57.37 | 56.28 | 58.47 | 57.41 | 75.12 | 75.65 | 55.57 | 58.47 | 57.31 | 56.84 | 56.86 | 57.12 | 57.69 |
| 13 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 49.88 | 73.70 | 57.37 | 58.83 | 56.36 | 91.73 | 75.50 | 58.75 | 58.88 | 55.78 | 77.01 | 57.19 | 74.96 | 76.29 | 56.83 | 75.24 | 57.05 | 57.58 | 56.42 | 56.51 | 57.32 | 58.83 | 58.42 | 56.89 | 55.90 | 58.38 |
| 4 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.09 | 58.23 | 74.60 | 58.26 | 59.22 | 76.95 | 75.52 | 56.78 | 74.54 | 75.70 | 56.21 | 70.09 | 74.14 | 57.29 | 56.74 | 49.51 | 75.70 | 75.49 | 56.06 | 55.17 | 57.46 | 56.87 | 57.16 | 55.21 | 57.99 | 58.00 |
| 26 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.73 | 59.69 | 73.88 | 58.32 | 58.73 | 55.24 | 59.14 | 57.55 | 57.89 | 58.04 | 76.36 | 57.69 | 75.41 | 58.03 | 56.98 | 75.69 | 76.06 | 57.11 | 57.35 | 56.52 | 57.29 | 57.15 | 57.00 | 57.08 | 57.42 | 56.67 |
| 6 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.28 | 60.16 | 59.39 | 59.10 | 59.57 | 56.88 | 49.17 | 58.23 | 75.51 | 75.58 | 56.47 | 55.95 | 75.41 | 57.05 | 57.90 | 76.82 | 57.33 | 74.74 | 91.17 | 76.28 | 60.06 | 58.29 | 57.98 | 56.88 | 57.14 | 57.32 |
| 34 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.22 | 58.70 | 59.53 | 58.67 | 59.19 | 69.49 | 75.98 | 76.50 | 57.04 | 57.77 | 76.85 | 55.82 | 58.87 | 57.45 | 56.17 | 76.45 | 57.14 | 56.84 | 54.64 | 54.88 | 76.13 | 58.12 | 56.99 | 55.83 | 56.60 | 58.01 |
| 69 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 75.15 | 59.44 | 59.01 | 57.35 | 58.85 | 57.65 | 75.85 | 57.31 | 76.21 | 58.01 | 69.96 | 56.44 | 76.01 | 57.25 | 57.08 | 76.06 | 57.20 | 57.46 | 56.55 | 55.97 | 56.80 | 57.87 | 57.57 | 56.98 | 57.23 | 49.17 |
| 0 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.78 | 58.48 | 75.23 | 58.86 | 75.05 | 57.29 | 69.20 | 57.45 | 75.91 | 58.31 | 76.99 | 70.26 | 75.46 | 56.60 | 56.44 | 76.54 | 57.62 | 56.58 | 76.51 | 56.48 | 56.99 | 56.02 | 56.07 | 56.76 | 57.63 | 89.69 |
| 85 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.91 | 58.12 | 73.00 | 74.35 | 58.42 | 56.90 | 74.50 | 57.79 | 50.13 | 58.11 | 56.06 | 55.69 | 76.50 | 58.00 | 57.41 | 50.98 | 57.00 | 58.21 | 57.35 | 55.37 | 59.34 | 56.24 | 58.01 | 57.07 | 57.27 | 57.08 |
| 78 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.88 | 57.20 | 74.65 | 57.95 | 58.87 | 57.66 | 59.22 | 57.81 | 50.39 | 57.44 | 55.80 | 76.38 | 76.18 | 68.64 | 57.95 | 57.20 | 56.15 | 74.35 | 57.41 | 57.05 | 58.80 | 57.00 | 57.39 | 58.03 | 57.15 | 49.17 |
| 2 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.59 | 58.87 | 58.96 | 59.09 | 59.19 | 56.93 | 74.83 | 57.77 | 88.74 | 88.81 | 57.71 | 90.23 | 56.31 | 56.35 | 56.79 | 74.88 | 57.18 | 57.59 | 56.47 | 70.05 | 57.85 | 57.20 | 58.46 | 57.78 | 57.70 | 58.33 |
| 38 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.41 | 58.51 | 58.96 | 57.91 | 60.36 | 76.44 | 74.52 | 57.44 | 67.56 | 56.03 | 76.66 | 57.01 | 75.62 | 57.31 | 56.00 | 75.40 | 57.03 | 57.37 | 55.06 | 56.14 | 55.73 | 57.88 | 56.52 | 56.03 | 57.84 | 55.92 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.22 | 49.17 | 75.07 | 58.85 | 74.68 | 58.37 | 56.60 | 57.47 | 56.78 | 54.94 | 69.36 | 91.16 | 56.75 | 57.50 | 75.70 | 75.74 | 76.26 | 55.71 | 56.60 | 57.48 | 58.15 | 56.58 | 56.81 | 56.58 | 56.62 |
| 50 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.63 | 58.76 | 50.13 | 58.91 | 58.32 | 75.70 | 73.50 | 58.26 | 74.50 | 59.16 | 76.83 | 55.92 | 75.71 | 57.13 | 58.25 | 56.13 | 57.46 | 57.47 | 56.45 | 56.31 | 58.17 | 57.85 | 56.91 | 56.72 | 57.18 | 56.15 |
Size of the test data: (95, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 627 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.74 | -4.68 | -3.63 | -5.06 | -5.34 | 5.57 | -6.55 | -6.71 | -5.04 | -6.46 | -6.81 | -5.82 | -7.09 | -4.91 | -6.04 | -6.77 | -5.43 | -6.87 | -8.60 | -8.00 | -6.56 | -6.83 | -5.91 | -7.58 | -8.18 | -6.64 | 25 |
| 385 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.62 | -5.97 | 3.45 | -6.69 | -6.10 | -5.98 | -6.52 | -7.86 | 4.47 | -7.74 | -5.80 | -8.28 | -5.36 | -5.35 | -6.95 | -6.75 | -7.81 | -6.55 | -7.69 | -7.11 | -6.76 | -7.10 | -8.80 | -6.51 | -7.82 | -8.00 | 24 |
| 384 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.08 | -7.36 | -4.55 | -5.67 | 0.94 | -8.78 | -5.35 | -7.11 | -6.55 | -6.01 | -8.78 | -7.52 | -7.79 | -7.57 | -6.47 | -7.15 | -7.93 | -7.79 | -8.24 | 2.01 | -7.58 | -7.75 | -6.69 | -7.03 | -7.72 | -7.27 | 24 |
| 625 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.92 | -7.32 | -6.16 | -7.91 | -5.80 | -8.67 | -5.45 | -7.55 | -7.26 | -6.38 | -6.69 | -7.63 | 1.68 | -6.95 | -8.72 | 1.84 | -8.02 | -3.52 | -7.85 | -8.01 | -8.06 | -6.28 | -7.25 | -7.50 | -7.01 | -8.18 | 24 |
| 578 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.62 | -6.75 | -5.08 | -7.31 | -5.93 | -6.98 | -5.92 | -6.46 | -5.25 | -6.69 | -7.55 | -7.35 | 2.26 | -6.78 | -7.96 | -7.70 | -7.78 | -7.47 | -7.93 | -6.00 | -6.71 | -7.53 | -7.09 | -7.45 | -6.84 | -7.77 | 24 |
| 576 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.44 | -5.70 | -5.61 | -6.64 | 6.51 | -5.85 | 2.86 | -6.82 | -7.23 | -8.71 | -6.96 | -7.67 | 2.51 | -6.34 | -8.28 | -8.09 | -7.36 | -7.83 | -8.49 | -5.09 | -8.47 | -7.99 | -8.38 | -8.42 | -7.47 | -7.51 | 23 |
| 544 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.55 | -6.63 | -7.47 | -6.51 | -5.93 | -6.54 | 1.45 | -6.89 | -5.73 | -6.16 | -9.53 | -7.65 | 1.33 | -5.57 | 1.74 | -6.28 | -8.29 | -6.92 | -7.94 | -7.61 | -7.95 | -8.37 | -7.05 | -8.05 | -8.40 | -7.73 | 23 |
| 433 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.00 | -6.32 | -6.17 | -7.54 | -6.35 | -7.49 | 1.51 | 2.92 | -7.07 | -7.80 | -8.40 | -8.03 | -8.05 | -7.37 | -8.43 | -6.55 | -7.86 | 1.77 | -7.71 | -7.91 | -8.31 | -7.92 | -8.79 | -7.10 | -6.70 | -7.08 | 23 |
| 480 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.35 | -6.16 | -6.61 | -6.81 | 3.43 | -8.29 | -6.71 | -7.38 | -7.98 | -6.19 | -7.65 | -8.47 | 3.36 | -8.07 | -7.74 | -5.50 | -7.54 | -5.47 | -8.59 | -8.18 | -8.30 | -8.26 | -8.32 | -7.56 | -8.07 | -8.41 | 23 |
| 450 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.55 | -6.50 | -5.62 | -5.83 | -4.99 | -7.20 | 1.43 | -6.66 | -6.41 | -6.89 | 2.14 | -5.09 | -5.20 | -8.60 | -7.55 | -7.26 | -6.43 | -8.64 | -8.19 | -6.55 | -7.54 | -8.17 | -5.29 | -8.14 | -7.71 | -7.42 | 23 |
| 531 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -4.89 | -7.73 | -5.84 | -7.19 | -6.14 | -7.38 | -6.83 | -6.56 | -5.83 | -6.57 | 5.10 | -7.87 | 2.39 | -8.95 | -6.10 | -6.83 | -7.28 | 3.68 | -7.24 | -8.42 | -6.47 | -8.83 | -7.78 | -7.96 | -8.56 | -8.39 | 23 |
| 546 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.25 | -6.18 | -5.60 | -7.15 | -6.56 | 1.37 | -7.86 | -7.64 | -6.92 | -6.38 | 1.22 | -6.81 | 2.28 | -6.86 | -5.31 | -8.60 | -7.89 | -6.24 | -8.26 | -7.72 | -7.40 | -7.32 | -7.54 | -7.45 | -7.43 | -7.85 | 23 |
| 482 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.38 | -6.98 | -6.42 | 6.51 | -6.40 | -5.57 | -4.47 | -7.60 | -4.87 | -5.81 | -7.47 | -8.15 | -0.00 | -8.83 | -7.04 | -7.75 | -7.90 | -7.85 | -6.85 | -7.04 | -6.83 | -7.39 | -7.60 | -8.48 | -7.16 | -6.56 | 23 |
| 435 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.92 | -7.16 | -5.63 | -6.64 | 1.75 | -7.22 | 1.22 | 6.51 | -7.27 | -7.61 | -6.91 | -7.49 | -6.49 | -7.23 | -7.11 | -5.69 | -8.27 | -7.42 | -7.88 | -6.82 | -7.36 | -8.96 | -8.51 | -7.88 | -9.01 | -7.85 | 22 |
| 706 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.94 | -0.46 | -5.87 | -6.35 | -6.49 | -5.86 | -1.06 | -5.50 | -6.64 | -1.30 | -6.61 | 0.14 | -1.78 | -6.27 | -5.85 | 2.68 | -7.16 | -7.48 | -0.60 | 0.86 | -6.61 | -6.94 | -5.01 | -8.59 | -7.43 | -8.54 | 22 |
| 545 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.25 | -5.66 | -6.30 | -6.77 | -7.29 | -6.56 | -6.33 | -7.09 | -7.65 | -6.57 | 1.96 | 1.75 | 2.10 | -7.41 | -8.44 | -4.80 | -8.34 | -7.17 | 2.86 | -5.31 | -8.01 | -7.20 | -6.96 | -7.00 | -6.57 | -7.82 | 22 |
| 386 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.78 | -6.31 | -5.79 | -7.45 | -5.07 | 3.31 | -7.18 | -8.70 | -7.94 | -6.91 | -7.57 | -6.97 | 2.43 | -7.76 | -6.41 | 1.96 | -7.56 | -8.35 | -7.30 | -7.03 | -7.46 | -7.55 | -6.99 | -7.22 | -6.03 | -7.00 | 22 |
| 802 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.14 | -6.47 | -0.80 | -6.88 | -6.24 | -6.35 | 0.32 | -7.34 | -0.80 | -6.52 | 0.80 | -5.18 | -0.66 | -5.04 | -6.22 | -1.75 | -0.85 | -7.09 | 0.11 | 1.77 | -6.40 | -7.91 | -6.91 | -7.52 | -7.53 | -7.81 | 22 |
| 528 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.32 | -7.28 | -3.74 | -7.26 | -5.78 | -5.88 | 2.06 | -7.79 | -6.95 | -8.16 | -7.53 | -7.48 | 3.16 | -8.41 | -7.63 | 2.75 | -6.90 | 2.83 | -5.70 | -7.93 | -0.24 | -7.27 | -6.51 | -7.54 | -7.07 | -7.19 | 22 |
| 579 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.59 | 3.08 | -5.84 | -7.56 | -5.91 | 2.93 | -7.13 | -8.24 | -9.41 | -6.54 | -6.36 | -6.76 | 2.60 | -6.60 | -8.44 | -7.22 | -8.48 | -7.70 | -7.78 | -6.91 | -7.62 | -9.37 | -8.31 | -8.31 | -7.67 | -9.09 | 22 |
| 624 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.25 | -6.35 | -6.58 | -6.25 | 1.48 | -7.63 | -3.89 | -7.70 | -6.90 | -6.68 | -8.49 | -7.23 | 2.44 | -1.29 | -6.63 | 2.23 | -7.61 | -7.52 | -7.34 | -8.19 | -7.48 | -7.59 | -7.68 | -7.25 | -7.62 | -8.59 | 22 |
| 787 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.28 | -6.64 | -7.21 | -7.14 | -6.77 | 0.80 | -5.91 | -6.38 | 1.42 | -1.37 | -5.92 | -7.37 | 2.68 | -5.11 | -6.23 | -6.52 | -6.24 | -0.14 | -6.95 | -6.51 | -7.18 | -7.48 | 3.38 | -7.06 | -8.00 | -8.07 | 22 |
| 434 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.66 | -6.37 | 1.74 | -7.87 | -5.44 | 2.66 | -6.42 | -7.12 | -6.92 | -6.77 | 3.40 | -5.12 | 1.67 | -8.45 | -7.27 | -5.47 | -7.42 | -6.53 | -8.16 | -6.90 | -8.65 | -7.49 | -9.04 | -8.03 | -7.37 | -9.14 | 22 |
| 464 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.32 | -6.47 | 1.38 | 0.99 | -5.58 | -7.85 | 2.71 | -6.38 | -5.01 | -7.57 | -6.97 | -8.21 | 3.44 | -5.74 | -6.66 | -4.62 | -5.36 | -6.44 | -7.09 | -7.66 | -6.11 | -9.06 | -7.17 | -9.30 | -7.98 | -8.51 | 22 |
| 739 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.63 | -6.42 | -7.03 | -6.16 | -6.20 | 0.72 | -0.06 | -7.09 | -1.87 | -7.11 | -7.05 | -5.21 | -1.87 | -5.75 | -4.74 | -0.05 | -5.36 | -6.68 | 2.55 | -6.23 | -7.34 | -7.03 | 3.21 | -8.00 | -7.67 | -6.86 | 22 |
| 738 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.55 | -6.86 | -7.24 | -6.08 | -6.21 | 1.07 | -6.59 | -2.47 | -6.55 | -6.59 | -6.05 | -6.90 | 1.76 | -3.84 | -0.12 | -1.42 | -5.11 | -6.46 | -6.38 | -6.53 | -7.32 | -5.61 | 1.82 | -6.93 | -6.19 | -6.51 | 22 |
| 496 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.19 | -6.13 | -6.16 | -7.11 | -4.39 | -7.23 | 2.21 | -6.31 | -7.77 | -6.37 | -8.96 | -6.29 | 0.59 | -6.55 | -7.48 | 0.64 | -7.92 | -7.33 | -7.41 | -7.58 | -7.02 | -7.56 | -8.23 | -8.47 | -9.24 | -7.03 | 22 |
| 498 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.47 | -5.85 | -5.70 | -6.30 | 1.40 | -7.09 | -6.06 | 2.21 | -7.39 | -6.53 | -6.31 | -6.82 | 2.55 | -6.74 | -6.58 | -6.31 | -7.24 | -7.02 | -8.91 | -8.42 | -7.16 | -7.11 | -7.89 | -6.78 | -7.18 | -7.38 | 22 |
| 561 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.94 | -5.77 | -6.50 | -6.84 | -5.89 | -7.04 | -7.33 | -7.74 | 1.65 | -6.69 | 0.12 | -6.44 | -0.23 | -6.59 | -5.72 | -6.97 | -6.71 | -7.13 | 3.58 | -6.83 | -7.69 | -9.13 | 7.23 | -8.26 | -6.50 | -8.16 | 22 |
| 721 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.69 | -6.81 | -6.28 | -6.89 | 2.02 | -7.41 | -1.12 | -7.00 | -7.07 | -6.84 | 1.22 | -6.83 | -5.51 | -6.06 | -5.41 | 3.44 | -6.47 | -8.18 | 0.79 | -7.45 | -8.17 | -8.81 | -7.65 | -8.11 | -7.95 | -9.68 | 22 |
| 769 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.42 | -6.22 | -7.20 | -6.82 | -6.40 | -0.54 | 0.91 | -7.44 | -6.18 | -7.55 | -6.39 | -6.95 | -0.33 | -6.71 | -5.98 | -0.75 | 3.14 | -6.78 | -8.08 | 1.28 | -7.94 | -6.52 | 2.83 | -8.51 | -6.81 | -7.66 | 22 |
| 770 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.11 | -6.56 | -6.61 | -5.87 | -6.60 | -7.36 | -6.14 | -5.90 | 1.09 | -1.39 | -8.06 | -6.60 | -6.36 | 1.54 | -5.86 | -8.86 | -7.37 | -7.75 | 1.90 | 1.33 | -8.99 | -6.46 | -7.95 | -8.05 | -7.76 | -8.34 | 22 |
| 786 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.51 | -6.79 | -6.60 | -6.30 | -6.26 | 0.10 | -6.31 | -7.50 | -0.80 | -2.75 | 0.97 | -5.96 | 2.56 | -5.62 | -5.02 | 1.54 | -7.58 | -6.77 | -1.49 | -5.50 | -6.57 | -7.92 | 3.66 | -8.32 | -8.30 | -7.68 | 21 |
| 819 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.56 | -7.25 | -6.31 | -7.08 | -6.71 | 1.00 | -1.04 | -6.28 | -6.34 | -7.35 | -0.47 | -7.36 | 3.23 | -7.38 | -5.99 | 2.91 | -6.81 | 1.97 | -1.21 | 1.95 | -7.97 | -6.40 | -6.87 | -8.06 | -7.34 | -7.90 | 21 |
| 387 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.14 | -6.44 | -6.75 | -6.74 | -6.21 | -7.05 | -5.38 | -8.10 | -7.24 | -7.34 | -8.10 | -7.27 | 3.42 | 4.26 | -7.20 | -7.91 | -6.61 | -6.78 | 3.21 | 3.28 | -9.46 | -8.39 | 2.84 | -8.57 | -8.40 | -7.75 | 21 |
| 512 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.59 | -7.29 | -6.84 | -6.58 | -5.54 | 2.01 | 1.70 | -8.20 | -0.77 | -8.95 | 1.99 | -8.55 | 0.78 | -7.38 | -7.40 | 2.89 | -6.63 | -6.12 | -7.63 | -6.94 | -6.96 | -6.31 | -7.39 | -7.66 | -8.09 | -7.61 | 21 |
| 467 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.80 | -5.89 | -6.16 | -6.60 | -5.34 | -7.72 | 2.05 | -5.77 | 4.01 | 4.32 | -7.10 | 4.79 | -8.29 | -6.80 | -7.49 | 1.02 | -6.53 | -6.54 | -9.40 | -0.09 | -7.15 | -6.71 | -6.85 | -7.30 | -6.33 | -8.29 | 21 |
| 723 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.65 | -7.04 | -0.21 | -6.72 | -6.48 | -7.98 | -6.43 | -8.18 | -7.36 | -7.93 | 2.14 | 2.12 | -6.99 | -5.35 | -7.75 | -0.67 | -5.52 | -5.68 | 1.72 | 1.62 | -7.91 | -6.53 | 3.55 | -8.64 | -6.86 | -8.13 | 21 |
| 563 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.48 | -6.77 | 1.74 | -6.76 | -5.95 | -5.81 | -6.86 | -6.70 | 2.67 | -4.50 | -7.09 | -6.26 | -6.35 | -6.66 | -6.53 | 3.46 | -6.51 | 1.21 | -7.54 | -6.91 | -7.60 | -7.32 | -7.17 | -6.90 | -6.89 | -6.03 | 21 |
| 834 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.11 | -6.33 | -0.08 | -5.84 | -1.06 | -6.43 | 1.49 | -2.11 | -1.77 | -7.08 | -8.31 | 1.07 | -2.31 | -7.08 | -5.96 | 2.07 | -6.75 | -6.76 | 1.46 | -7.24 | -7.63 | -8.76 | -8.27 | -7.76 | -8.30 | -6.49 | 21 |
| 451 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.51 | -5.09 | -7.11 | -6.06 | -7.09 | -5.55 | 1.76 | 1.44 | -6.71 | 4.50 | -7.90 | -6.66 | -6.05 | -7.16 | -6.44 | 1.33 | -7.08 | 2.70 | -7.20 | -6.24 | -7.52 | -7.44 | -7.80 | -7.66 | -7.29 | -7.72 | 21 |
| 481 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.11 | -5.85 | -6.55 | -5.85 | -6.43 | 2.69 | -5.10 | -8.00 | -7.06 | -7.04 | 3.13 | -7.16 | -7.94 | -7.71 | -7.83 | 1.60 | -8.85 | -6.48 | 0.87 | -6.57 | -8.21 | -8.52 | 6.51 | -6.65 | -8.26 | -7.85 | 21 |
| 562 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.23 | -6.13 | -5.99 | -6.69 | -6.42 | -7.00 | -1.27 | 1.44 | -8.41 | 1.92 | -7.56 | -6.92 | 2.21 | -6.93 | -6.32 | -7.25 | -6.43 | 1.96 | -7.39 | -7.98 | -6.95 | -7.56 | -7.26 | -8.66 | -7.58 | -6.08 | 21 |
| 689 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -3.31 | -6.17 | -6.51 | -6.46 | -6.49 | 1.53 | -7.47 | -6.35 | -7.60 | -6.93 | 0.82 | -7.09 | -0.64 | -1.95 | -4.85 | -1.19 | -6.83 | 0.35 | -5.35 | 0.98 | -7.12 | -7.35 | 3.57 | -8.31 | -6.61 | -7.52 | 21 |
| 592 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.02 | -6.20 | -6.57 | -6.43 | -8.03 | -7.72 | -7.91 | -8.01 | 2.51 | 1.89 | 7.51 | -7.52 | 1.49 | -7.92 | -6.63 | -7.82 | -6.57 | -6.52 | -8.57 | -8.09 | -9.09 | -7.35 | -8.27 | -7.24 | -8.08 | -8.19 | 21 |
| 593 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.51 | -5.96 | -5.73 | -6.52 | -5.83 | -6.05 | 1.72 | -6.66 | 0.87 | -6.27 | -8.31 | -6.32 | 2.33 | -6.57 | -6.06 | 4.48 | -7.19 | -7.03 | -7.90 | -7.60 | -9.27 | -6.42 | -7.24 | -6.79 | -6.70 | -7.67 | 21 |
| 401 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 6.51 | -7.12 | -7.50 | -6.58 | -6.91 | -7.91 | 2.38 | -7.92 | -7.40 | 2.47 | 0.96 | -8.12 | 1.43 | -7.55 | -5.32 | -5.97 | -7.53 | -6.53 | -7.45 | -8.43 | -8.25 | -6.80 | -8.38 | -7.47 | -8.24 | -8.50 | 21 |
| 659 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.26 | -5.62 | 2.05 | -6.20 | -6.07 | -5.80 | -7.42 | -6.93 | -6.55 | -6.86 | 2.02 | -6.29 | 1.72 | -6.68 | -7.16 | 1.40 | 2.50 | -6.40 | -6.62 | -7.29 | -8.06 | -7.64 | -9.83 | -8.54 | -6.64 | -8.07 | 20 |
| 466 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.97 | -7.41 | 2.33 | -6.11 | -7.21 | -7.19 | -6.85 | -7.25 | -4.74 | -7.78 | -6.22 | 2.16 | 3.07 | -0.84 | -6.08 | -7.49 | -7.79 | 2.27 | -7.11 | -7.61 | -5.55 | -7.87 | -8.18 | -7.41 | -8.67 | 6.51 | 20 |
| 640 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.89 | -5.80 | -6.79 | -6.80 | 1.47 | 2.61 | 2.23 | -7.54 | -7.35 | -7.12 | -8.42 | -6.35 | 2.99 | -6.16 | -7.41 | 3.42 | -6.90 | -6.87 | 0.36 | -7.90 | -7.68 | -6.84 | -8.75 | -8.05 | -8.14 | -7.53 | 20 |
| 402 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.16 | 0.49 | -6.28 | -6.97 | -6.24 | -7.29 | -6.48 | -6.83 | 2.44 | -7.51 | 1.77 | -6.31 | 2.21 | -6.13 | -6.25 | -5.77 | -6.90 | -6.81 | 2.11 | -7.73 | -8.38 | -7.22 | -7.54 | -7.93 | -8.05 | -8.34 | 20 |
| 514 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.99 | -7.34 | -5.76 | -6.35 | -7.21 | 3.06 | 0.77 | -6.58 | 2.89 | -6.20 | 2.22 | -6.39 | 1.73 | -7.19 | -5.27 | -7.15 | -7.80 | -6.36 | -7.46 | -7.41 | -6.76 | -7.23 | -7.44 | -7.49 | -7.94 | -8.78 | 20 |
| 803 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.78 | -2.90 | 0.72 | 0.51 | -5.81 | -5.56 | -6.78 | -6.47 | -0.30 | -6.55 | 0.09 | -5.73 | -1.32 | -5.39 | -6.50 | 2.88 | 1.77 | 2.41 | -5.41 | -6.93 | -7.91 | -7.18 | -6.38 | -7.27 | -6.67 | -8.59 | 20 |
| 785 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.27 | -7.03 | -7.22 | -6.83 | -6.38 | -6.63 | -1.76 | -6.84 | -7.65 | -7.90 | 0.95 | -5.69 | 2.50 | -1.27 | -5.25 | -6.88 | -6.11 | 0.07 | -5.57 | 2.76 | -7.92 | -7.09 | 3.47 | -7.58 | 1.08 | -7.31 | 20 |
| 688 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.24 | -6.50 | 0.81 | -5.84 | -6.03 | 0.29 | -6.09 | -7.30 | -7.29 | -7.47 | -5.10 | -6.29 | 1.11 | -6.01 | -1.01 | 2.20 | -6.74 | 1.47 | -6.22 | -0.05 | -8.18 | -7.76 | 3.46 | -8.82 | -0.75 | -7.42 | 20 |
| 832 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.71 | -7.05 | 0.90 | -6.54 | -6.56 | -6.13 | 1.85 | -5.56 | 2.67 | -8.23 | -6.15 | 1.24 | -0.58 | -1.29 | -6.79 | 2.07 | -7.26 | 1.29 | -5.81 | -7.89 | -6.74 | -6.79 | -6.69 | -7.54 | -6.55 | -7.36 | 20 |
| 850 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.28 | -7.58 | -6.29 | -6.33 | -5.85 | 1.34 | -6.39 | -5.35 | -1.51 | -6.65 | -5.98 | -6.28 | 0.92 | -5.06 | -5.41 | 1.87 | 0.52 | -5.91 | -0.52 | 1.94 | -7.50 | -8.92 | -7.68 | -7.44 | -6.79 | -7.55 | 20 |
| 737 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.10 | -5.83 | -5.90 | -6.43 | -6.13 | 0.27 | -6.40 | -2.93 | -2.32 | -6.37 | 0.70 | -6.56 | -1.19 | -5.17 | -6.33 | -7.19 | -1.07 | 0.60 | 1.54 | -7.31 | -7.51 | -8.06 | 3.24 | -8.24 | -8.56 | -7.43 | 20 |
| 610 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.73 | -6.06 | -6.49 | -6.47 | -5.62 | -7.43 | 1.37 | -7.28 | 2.47 | -6.54 | 0.45 | -6.33 | -5.49 | -6.80 | -6.50 | 2.16 | -6.74 | -7.08 | -6.77 | 2.64 | -6.33 | -6.90 | 3.69 | -6.82 | -8.00 | -7.27 | 19 |
| 691 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.91 | -6.17 | -6.15 | -5.96 | -5.92 | -7.04 | 1.81 | -7.13 | 1.97 | -7.51 | 1.83 | -6.27 | -1.83 | -8.39 | -5.80 | 1.47 | 1.35 | -0.82 | 0.91 | -8.06 | -8.20 | -6.59 | -9.26 | -6.65 | -7.01 | -7.21 | 19 |
| 608 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.32 | -6.94 | -6.11 | -5.60 | 0.85 | -7.86 | 2.60 | -6.88 | -5.88 | -7.40 | 0.92 | -6.67 | -7.31 | -5.85 | -6.28 | -4.86 | 0.87 | 4.29 | -6.54 | 1.96 | -7.82 | -7.97 | -8.12 | -7.92 | -8.12 | -9.88 | 19 |
| 609 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.94 | -6.17 | 0.82 | -7.26 | -7.52 | 1.13 | 2.59 | -7.40 | -8.11 | 2.94 | 0.80 | -7.37 | -6.88 | -7.71 | -6.41 | 1.44 | -5.73 | -7.30 | -7.73 | 1.69 | -7.08 | -8.58 | -5.99 | -7.35 | -7.33 | -7.29 | 19 |
| 817 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.28 | -7.25 | -6.41 | -6.29 | -5.87 | -8.04 | -5.62 | -7.23 | -8.11 | -7.32 | 0.95 | -7.87 | 2.28 | -4.78 | -4.73 | -7.41 | -7.81 | 2.06 | 2.38 | 0.93 | -9.00 | -6.87 | 3.75 | -8.38 | 3.08 | -7.40 | 19 |
| 656 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.14 | 1.69 | -6.27 | -6.88 | -7.07 | 6.14 | 2.41 | -6.17 | -6.72 | -7.22 | 1.95 | -6.64 | 1.76 | 2.38 | -8.02 | 2.82 | -7.85 | -6.47 | -6.53 | -7.27 | -9.96 | -6.79 | -7.71 | -7.20 | -7.52 | -8.12 | 19 |
| 417 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.69 | -6.08 | -5.27 | -6.38 | -5.84 | -0.58 | 2.46 | 2.36 | -7.01 | -7.49 | 2.73 | -5.44 | 7.39 | -6.56 | -7.11 | 2.25 | -7.56 | -7.35 | -6.85 | -7.63 | 3.55 | -7.55 | -8.02 | -7.42 | -8.01 | -7.04 | 19 |
| 418 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.04 | -6.83 | -5.33 | -7.25 | -6.14 | -5.62 | 2.22 | -6.95 | 2.88 | -6.62 | 0.38 | -7.72 | 1.18 | -7.32 | -7.25 | 2.75 | -7.87 | -7.80 | -7.79 | -7.47 | -8.26 | -7.12 | -6.23 | -7.62 | -6.95 | 6.51 | 19 |
| 771 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.73 | -6.52 | 0.18 | -6.72 | -5.49 | 0.06 | -5.96 | -7.60 | -7.37 | -7.92 | 1.49 | 1.97 | 1.92 | 2.50 | -5.30 | -7.27 | -7.25 | -7.36 | -7.45 | 2.20 | -7.51 | -7.37 | -7.16 | -7.34 | -7.72 | -7.59 | 19 |
| 720 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.89 | -6.21 | -7.07 | -7.61 | -6.02 | -6.34 | -0.22 | -6.37 | -7.16 | -7.70 | -6.19 | 1.06 | 2.35 | -6.92 | -5.99 | 1.47 | -7.94 | -6.24 | 0.79 | 0.24 | -7.18 | -8.41 | 3.95 | -6.54 | -8.01 | -8.32 | 19 |
| 675 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -7.96 | -7.42 | -6.58 | -6.46 | 1.61 | -0.14 | -6.81 | -0.06 | -7.21 | -6.57 | -6.14 | 1.94 | -5.44 | -7.00 | -0.05 | 1.06 | 0.56 | 1.46 | -7.23 | -6.35 | -8.63 | 2.29 | -8.63 | -6.92 | -7.59 | 19 |
| 611 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.42 | -7.31 | 0.96 | -7.30 | -5.73 | -5.99 | 2.00 | -7.38 | -7.31 | -8.17 | 1.39 | -6.99 | 2.20 | -6.86 | -5.91 | -6.14 | -7.16 | 0.73 | 1.53 | -7.32 | -6.98 | -7.59 | -7.70 | -8.60 | -8.44 | -7.40 | 19 |
| 816 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.55 | -6.45 | -5.83 | -6.99 | -6.51 | 2.08 | 0.94 | -5.24 | -6.65 | -6.79 | 2.10 | -6.03 | 1.74 | -6.02 | -4.91 | 2.68 | -7.31 | -6.61 | -1.82 | 2.12 | -8.06 | -8.34 | 3.58 | -7.66 | -8.62 | -6.48 | 19 |
| 801 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.48 | -6.64 | -6.41 | -5.82 | -5.89 | -6.61 | -2.40 | -7.71 | -5.81 | -6.46 | 1.21 | -6.28 | 0.22 | -0.33 | -6.27 | 1.49 | 0.26 | 1.46 | 0.85 | -6.82 | -8.41 | -5.77 | -7.19 | -7.76 | -5.89 | -6.36 | 19 |
| 449 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.64 | -5.50 | -4.68 | -6.33 | -5.63 | -6.51 | 2.45 | -7.76 | -7.53 | -6.91 | 1.91 | -7.80 | 2.18 | -7.50 | -8.01 | 3.54 | 3.10 | -6.26 | -7.13 | -8.55 | -8.01 | -7.34 | 4.29 | -7.93 | -7.10 | -7.28 | 19 |
| 849 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.62 | -6.48 | -6.39 | -6.64 | -6.72 | 2.10 | 0.13 | -6.89 | -6.65 | -6.85 | 1.27 | -5.50 | 1.49 | -5.56 | -5.26 | 2.72 | -6.05 | -1.38 | -6.48 | 0.58 | -8.63 | -6.96 | -8.16 | -7.26 | -6.96 | -8.46 | 19 |
| 642 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.52 | -5.39 | -6.59 | -6.81 | -6.27 | 1.68 | -6.66 | -8.11 | 1.97 | -4.94 | 1.77 | -7.33 | 6.04 | -7.84 | -7.33 | 2.39 | 3.20 | -7.29 | 2.09 | -7.19 | -6.73 | -9.26 | -7.46 | -7.54 | -8.87 | -8.25 | 19 |
| 595 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.55 | -5.72 | -5.85 | -6.06 | -7.68 | -5.76 | 0.84 | -7.54 | 1.28 | -7.28 | -7.32 | -7.11 | 2.30 | -6.97 | -7.02 | 1.90 | -6.66 | -7.43 | 1.94 | 0.36 | -8.37 | -6.54 | -6.57 | -7.29 | -8.72 | -8.53 | 19 |
| 704 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.82 | -1.52 | -6.93 | -6.26 | -6.81 | 0.78 | 0.99 | -2.42 | -6.32 | -5.96 | 1.52 | -5.13 | 0.56 | -0.15 | -5.82 | -1.05 | -5.69 | -7.72 | -4.97 | 1.92 | -7.13 | -7.63 | 3.35 | -7.59 | -6.72 | -7.27 | 19 |
| 547 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.78 | -7.21 | -6.56 | -7.13 | -5.88 | 2.26 | -6.91 | 2.16 | -6.83 | -7.53 | 3.01 | -8.25 | 2.64 | -6.04 | -6.03 | 2.49 | -7.21 | -5.10 | -7.01 | -6.18 | -7.90 | -7.23 | -9.12 | 4.59 | -6.22 | -9.19 | 19 |
| 499 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.92 | -7.41 | 2.20 | -6.91 | -5.59 | 1.93 | 2.76 | -7.19 | 3.54 | -7.89 | 0.06 | -7.12 | 2.71 | -4.58 | -7.25 | -6.29 | -6.51 | -6.74 | 3.95 | -7.13 | -8.60 | -8.28 | -7.38 | -8.03 | -7.70 | -8.80 | 18 |
| 835 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.76 | -6.85 | -0.09 | -6.83 | -7.24 | 1.70 | 1.40 | -6.79 | -7.21 | -5.63 | 1.03 | 1.31 | -1.94 | -6.75 | -6.73 | 2.75 | -6.12 | -5.85 | -0.01 | 1.90 | -7.27 | -7.82 | -8.91 | -7.03 | 0.47 | -8.42 | 18 |
| 755 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.62 | -6.35 | -6.26 | 0.10 | -5.81 | 2.00 | -0.12 | -5.41 | -6.24 | -1.52 | -4.70 | -0.37 | 1.78 | -5.19 | -5.26 | 0.49 | -0.47 | -5.22 | 1.07 | 0.47 | -8.76 | -7.22 | -7.29 | -8.48 | 1.26 | 1.54 | 18 |
| 416 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.54 | -4.49 | -6.15 | -7.06 | -5.86 | -8.71 | 6.51 | -6.89 | 2.28 | 2.16 | -6.38 | -6.97 | 2.61 | -7.65 | -6.89 | 3.05 | -7.04 | 2.22 | 3.41 | 1.48 | -6.37 | -7.57 | -6.93 | -9.11 | -8.94 | -7.94 | 17 |
| 513 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.91 | -5.43 | 6.51 | 1.67 | -6.73 | 2.13 | -6.09 | -7.30 | -7.76 | -7.12 | -6.39 | 0.09 | 5.13 | -7.76 | -7.65 | 1.59 | 1.50 | 2.28 | -7.47 | -7.35 | -8.21 | -7.09 | -7.58 | -7.58 | -7.55 | -8.28 | 17 |
| 800 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.06 | -6.30 | -7.06 | -5.81 | -7.82 | 0.48 | 0.22 | -6.47 | -6.87 | -6.45 | 0.75 | -5.59 | 1.54 | -5.52 | -5.05 | -0.70 | 0.33 | 1.59 | 1.69 | 0.16 | -6.61 | -8.80 | 3.01 | -7.47 | -7.19 | -8.76 | 17 |
| 707 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.95 | -6.57 | -7.37 | -6.21 | -5.87 | 1.94 | 2.55 | -6.25 | -1.28 | -7.26 | 2.51 | 1.57 | 0.19 | 0.64 | -5.17 | -6.49 | -5.55 | -0.25 | 1.99 | -7.27 | -8.39 | -9.07 | 4.38 | -6.89 | -7.01 | -8.47 | 17 |
| 497 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.67 | 1.49 | -6.06 | -5.16 | -5.79 | 2.29 | 0.77 | -8.83 | 2.51 | -4.77 | 1.22 | -8.08 | 3.97 | -4.79 | 6.51 | 2.64 | 3.79 | -7.87 | -5.67 | -5.55 | -9.02 | -9.08 | -7.11 | -8.24 | -5.41 | -7.74 | 17 |
| 736 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.33 | -7.01 | -0.03 | -5.59 | -7.11 | 2.18 | 0.84 | -6.17 | -7.30 | 0.03 | 1.28 | -5.43 | 0.79 | -6.43 | -4.87 | 0.55 | -8.19 | -5.59 | 0.72 | 0.01 | -8.25 | -6.85 | 3.95 | -7.88 | -7.07 | -5.93 | 17 |
| 851 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | 0.24 | 0.27 | -5.81 | -6.95 | 0.79 | -6.42 | -5.73 | 1.42 | -6.42 | 1.18 | 3.32 | 1.29 | -5.45 | -5.89 | 3.28 | -5.53 | -0.99 | 1.01 | -6.67 | -6.30 | -7.16 | -6.02 | -8.06 | -8.02 | -7.92 | 17 |
| 641 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.98 | 0.39 | -6.83 | -6.24 | -6.60 | 2.61 | -6.84 | -7.81 | 5.45 | 2.71 | -7.25 | -7.02 | -5.95 | 3.89 | -8.41 | 2.99 | -7.47 | 3.02 | 2.19 | -8.45 | -7.79 | -8.16 | -8.07 | -9.09 | -8.08 | -8.74 | 17 |
| 560 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.99 | -4.80 | -7.18 | -6.10 | 6.51 | -5.93 | 1.25 | -7.24 | 3.17 | -8.11 | 2.49 | -6.03 | 2.53 | 1.43 | -7.54 | -7.31 | -7.24 | 2.44 | 2.46 | -6.06 | -6.58 | -7.78 | -7.33 | -7.73 | -7.80 | -7.65 | 17 |
| 833 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.26 | -5.77 | -6.86 | -5.82 | -6.33 | -7.10 | 0.96 | -5.47 | 2.22 | -6.79 | 0.70 | -5.85 | -6.20 | 2.88 | -6.03 | 1.18 | 1.82 | 2.03 | 1.12 | -0.56 | -6.27 | -7.31 | 2.58 | -8.33 | -6.79 | -7.17 | 16 |
| 419 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.32 | -6.72 | 2.82 | -6.54 | 1.19 | -6.63 | 0.86 | -7.07 | 2.53 | -6.22 | 1.92 | 1.83 | 1.55 | -7.12 | -8.39 | 1.33 | -6.51 | -6.18 | 1.18 | -7.16 | -7.61 | -8.83 | -7.15 | -6.87 | -7.20 | 4.39 | 16 |
| 784 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.09 | -6.43 | -4.79 | -6.66 | -6.64 | 1.57 | 1.21 | -5.98 | 0.29 | -7.52 | 1.57 | 0.49 | -1.76 | -5.50 | 1.17 | 0.96 | -5.16 | -7.74 | 0.59 | -8.79 | -6.99 | -9.18 | 2.67 | -0.18 | -8.08 | -7.45 | 16 |
| 657 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 6.41 | -6.33 | 1.94 | -5.73 | -5.95 | 1.90 | 2.50 | -8.04 | 2.34 | 2.03 | -6.93 | 0.07 | 1.66 | -5.98 | -7.39 | -4.98 | 0.28 | 2.45 | -7.64 | -7.62 | -7.29 | -7.13 | -7.12 | -8.73 | -6.05 | -8.23 | 16 |
| 752 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.32 | -6.83 | 1.47 | -6.58 | 0.22 | 0.57 | 1.27 | -5.69 | -6.26 | -7.80 | 1.89 | -5.11 | 1.84 | -5.11 | 0.18 | -0.32 | 0.74 | -5.98 | 1.02 | -6.10 | -5.78 | -6.13 | 3.25 | -7.17 | -7.80 | -7.37 | 15 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 70.133789 | 5.173970 |
| mAP_valid_abs_values_11 | 69.235263 | 5.757998 |
| mAP_valid_abs_values | 68.522737 | 5.606974 |
| mAP_valid_abs_values_7 | 68.251158 | 5.204362 |
| mAP_valid_abs_values_16 | 68.250632 | 6.685161 |
| mAP_valid_abs_values_19 | 67.597684 | 5.817566 |
| mAP_valid_abs_values_6 | 67.250842 | 5.237914 |
| mAP_valid_abs_values_9 | 67.239053 | 5.308790 |
| mAP_valid_abs_values_18 | 66.648526 | 4.490369 |
| mAP_valid_abs_values_23 | 66.428842 | 5.279467 |
| mAP_valid_abs_values_10 | 65.846105 | 4.044897 |
| mAP_valid_abs_values_2 | 65.743053 | 1.891345 |
| mAP_valid_abs_values_20 | 65.708632 | 4.880631 |
| mAP_valid_abs_values_12 | 65.336632 | 4.283634 |
| mAP_valid_abs_values_3 | 65.163579 | 4.373265 |
| mAP_valid_abs_values_17 | 65.139368 | 4.920968 |
| mAP_valid_abs_values_5 | 65.091895 | 4.196017 |
| mAP_valid_abs_values_4 | 65.090737 | 2.915105 |
| mAP_valid_abs_values_8 | 64.898632 | 4.267166 |
| mAP_valid_abs_values_24 | 64.880316 | 3.156428 |
| mAP_valid_abs_values_25 | 64.860737 | 2.973274 |
| mAP_valid_abs_values_14 | 64.549474 | 4.670565 |
| mAP_valid_abs_values_21 | 64.514526 | 3.456721 |
| mAP_valid_abs_values_26 | 64.496000 | 4.791313 |
| mAP_valid_abs_values_15 | 64.477263 | 2.788738 |
| mAP_valid_abs_values_22 | 64.048421 | 3.819458 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_13 | 69.564474 | 8.505445 |
| mAP_test_abs_values_7 | 67.061447 | 8.774777 |
| mAP_test_abs_values | 66.569000 | 8.392549 |
| mAP_test_abs_values_16 | 66.361395 | 10.602034 |
| mAP_test_abs_values_11 | 66.241500 | 9.821996 |
| mAP_test_abs_values_19 | 63.881053 | 9.903692 |
| mAP_test_abs_values_6 | 63.083526 | 8.951023 |
| mAP_test_abs_values_9 | 62.778947 | 9.100079 |
| mAP_test_abs_values_18 | 62.212684 | 8.316630 |
| mAP_test_abs_values_23 | 61.381184 | 8.953537 |
| average_map | 61.082160 | 1.626776 |
| mAP_test_abs_values_20 | 60.707026 | 8.455089 |
| mAP_test_abs_values_3 | 60.487842 | 6.344403 |
| mAP_test_abs_values_5 | 59.937526 | 5.046401 |
| mAP_test_abs_values_10 | 59.849237 | 6.680320 |
| mAP_test_abs_values_12 | 59.790816 | 7.064701 |
| mAP_test_abs_values_2 | 59.776158 | 3.780949 |
| mAP_test_abs_values_14 | 59.036816 | 6.561387 |
| mAP_test_abs_values_17 | 58.949211 | 7.092382 |
| mAP_test_abs_values_4 | 58.889500 | 3.356076 |
| mAP_test_abs_values_8 | 58.609000 | 5.716782 |
| mAP_test_abs_values_15 | 58.129816 | 3.100817 |
| mAP_test_abs_values_25 | 57.436342 | 3.974486 |
| mAP_test_abs_values_24 | 57.158684 | 4.272704 |
| mAP_test_abs_values_26 | 56.960947 | 4.809833 |
| mAP_test_abs_values_21 | 56.917895 | 4.025868 |
| mAP_test_abs_values_22 | 56.364132 | 4.279633 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1 + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()Comparisons of bit size results